{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CrossfilterCharts.jl\n",
    "CrossfilterCharts.jl is a Julia module which harnesses the power of DC.js to automagically generate linked data visualizations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: Precompiling module RData.\n"
     ]
    }
   ],
   "source": [
    "using RDatasets\n",
    "iris = dataset(\"datasets\", \"iris\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "CrossfilterCharts.jl is extremely easy to use. Here we are pulling a dataset using the RDatasets package in order to supply example datasets contained in `DataFrame`s.\n",
    "\n",
    "Basic use of CrossfilterCharts only requires importing the package and calling `dc()` on the dataframe to generate a visualization:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: Precompiling module CrossfilterCharts.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"width:975px; height: 565px; overflow-y: auto;\">\t<link href=\"https://cdnjs.cloudflare.com/ajax/libs/dc/1.7.5/dc.css\" rel=\"stylesheet\">\n",
       "\t<style>\n",
       "    .fake-link {\n",
       "      color: #337ab7;\n",
       "      text-decoration: underline;\n",
       "      cursor: pointer;\n",
       "      font-size: 12px;\n",
       "    }\n",
       "    .button-label {\n",
       "      color: #337ab7;\n",
       "      text-decoration: underline;\n",
       "      cursor: pointer;\n",
       "      margin-right: 20px;\n",
       "    }\n",
       "  \t</style>\n",
       "\t<body>\n",
       "  <div id=\"reset_all_well_297236\"style=\"width: 100%; text-align: right;\">&nbsp</div>\n",
       "    <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_751982\">Chart for SepalLength </h3>\n",
       "    <div id=\"chart_751982\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_937495\">Chart for SepalWidth </h3>\n",
       "    <div id=\"chart_937495\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_985752\">Chart for PetalLength </h3>\n",
       "    <div id=\"chart_985752\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_076232\">Chart for PetalWidth </h3>\n",
       "    <div id=\"chart_076232\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_631843\">Chart for Species </h3>\n",
       "    <div id=\"chart_631843\"></div>\n",
       "  </div>\n",
       "\t<div style=\"clear:both; height: 1px\"></div>\n",
       "  </body>\n",
       "<script type=\"text/javascript\">\n",
       "require.config({paths: { \"d3\": \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.17/d3.min\" ,\n",
       " \"crossfilter\": \"https://cdnjs.cloudflare.com/ajax/libs/crossfilter/1.3.7/crossfilter\" ,\n",
       " \"dc\": \"https://cdnjs.cloudflare.com/ajax/libs/dc/1.7.1/dc\" }});\n",
       "require([\"d3\", \"crossfilter\", \"dc\"], function(d3, unused1, dc) {\n",
       "data = [{\"SepalLength\": 5.1, \"SepalWidth\": 3.5, \"PetalLength\": 1.4, \"PetalWidth\": 0.2, \"Species\": \"setosa\"},{\"SepalLength\": 4.9, \"SepalWidth\": 3.0, \"PetalLength\": 1.4, \"PetalWidth\": 0.2, \"Species\": \"setosa\"},{\"SepalLength\": 4.7, \"SepalWidth\": 3.2, \"PetalLength\": 1.3, \"PetalWidth\": 0.2, \"Species\": \"setosa\"},{\"SepalLength\": 4.6, \"SepalWidth\": 3.1, \"PetalLength\": 1.5, \"PetalWidth\": 0.2, \"Species\": \"setosa\"},{\"SepalLength\": 5.0, \"SepalWidth\": 3.6, \"PetalLength\": 1.4, \"PetalWidth\": 0.2, \"Species\": \"setosa\"},{\"SepalLength\": 5.4, \"SepalWidth\": 3.9, \"PetalLength\": 1.7, \"PetalWidth\": 0.4, \"Species\": \"setosa\"},{\"SepalLength\": 4.6, \"SepalWidth\": 3.4, \"PetalLength\": 1.4, \"PetalWidth\": 0.3, \"Species\": \"setosa\"},{\"SepalLength\": 5.0, \"SepalWidth\": 3.4, \"PetalLength\": 1.5, \"PetalWidth\": 0.2, \"Species\": \"setosa\"},{\"SepalLength\": 4.4, \"SepalWidth\": 2.9, \"PetalLength\": 1.4, \"PetalWidth\": 0.2, \"Species\": \"setosa\"},{\"SepalLength\": 4.9, \"SepalWidth\": 3.1, \"PetalLength\": 1.5, \"PetalWidth\": 0.1, \"Species\": \"setosa\"},{\"SepalLength\": 5.4, \"SepalWidth\": 3.7, \"PetalLength\": 1.5, \"PetalWidth\": 0.2, \"Species\": \"setosa\"},{\"SepalLength\": 4.8, \"SepalWidth\": 3.4, \"PetalLength\": 1.6, \"PetalWidth\": 0.2, \"Species\": \"setosa\"},{\"SepalLength\": 4.8, \"SepalWidth\": 3.0, \"PetalLength\": 1.4, \"PetalWidth\": 0.1, \"Species\": \"setosa\"},{\"SepalLength\": 4.3, \"SepalWidth\": 3.0, \"PetalLength\": 1.1, \"PetalWidth\": 0.1, \"Species\": \"setosa\"},{\"SepalLength\": 5.8, \"SepalWidth\": 4.0, \"PetalLength\": 1.2, \"PetalWidth\": 0.2, \"Species\": \"setosa\"},{\"SepalLength\": 5.7, \"SepalWidth\": 4.4, \"PetalLength\": 1.5, \"PetalWidth\": 0.4, \"Species\": \"setosa\"},{\"SepalLength\": 5.4, \"SepalWidth\": 3.9, \"PetalLength\": 1.3, \"PetalWidth\": 0.4, \"Species\": \"setosa\"},{\"SepalLength\": 5.1, \"SepalWidth\": 3.5, \"PetalLength\": 1.4, 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\"SepalWidth\": 2.8, \"PetalLength\": 4.9, \"PetalWidth\": 2.0, \"Species\": \"virginica\"},{\"SepalLength\": 7.7, \"SepalWidth\": 2.8, \"PetalLength\": 6.7, \"PetalWidth\": 2.0, \"Species\": \"virginica\"},{\"SepalLength\": 6.3, \"SepalWidth\": 2.7, \"PetalLength\": 4.9, \"PetalWidth\": 1.8, \"Species\": \"virginica\"},{\"SepalLength\": 6.7, \"SepalWidth\": 3.3, \"PetalLength\": 5.7, \"PetalWidth\": 2.1, \"Species\": \"virginica\"},{\"SepalLength\": 7.2, \"SepalWidth\": 3.2, \"PetalLength\": 6.0, \"PetalWidth\": 1.8, \"Species\": \"virginica\"},{\"SepalLength\": 6.2, \"SepalWidth\": 2.8, \"PetalLength\": 4.8, \"PetalWidth\": 1.8, \"Species\": \"virginica\"},{\"SepalLength\": 6.1, \"SepalWidth\": 3.0, \"PetalLength\": 4.9, \"PetalWidth\": 1.8, \"Species\": \"virginica\"},{\"SepalLength\": 6.4, \"SepalWidth\": 2.8, \"PetalLength\": 5.6, \"PetalWidth\": 2.1, \"Species\": \"virginica\"},{\"SepalLength\": 7.2, \"SepalWidth\": 3.0, \"PetalLength\": 5.8, \"PetalWidth\": 1.6, \"Species\": \"virginica\"},{\"SepalLength\": 7.4, \"SepalWidth\": 2.8, \"PetalLength\": 6.1, \"PetalWidth\": 1.9, \"Species\": \"virginica\"},{\"SepalLength\": 7.9, \"SepalWidth\": 3.8, \"PetalLength\": 6.4, \"PetalWidth\": 2.0, \"Species\": \"virginica\"},{\"SepalLength\": 6.4, \"SepalWidth\": 2.8, \"PetalLength\": 5.6, \"PetalWidth\": 2.2, \"Species\": \"virginica\"},{\"SepalLength\": 6.3, \"SepalWidth\": 2.8, \"PetalLength\": 5.1, \"PetalWidth\": 1.5, \"Species\": \"virginica\"},{\"SepalLength\": 6.1, \"SepalWidth\": 2.6, \"PetalLength\": 5.6, \"PetalWidth\": 1.4, \"Species\": \"virginica\"},{\"SepalLength\": 7.7, \"SepalWidth\": 3.0, \"PetalLength\": 6.1, \"PetalWidth\": 2.3, \"Species\": \"virginica\"},{\"SepalLength\": 6.3, \"SepalWidth\": 3.4, \"PetalLength\": 5.6, \"PetalWidth\": 2.4, \"Species\": \"virginica\"},{\"SepalLength\": 6.4, \"SepalWidth\": 3.1, \"PetalLength\": 5.5, \"PetalWidth\": 1.8, \"Species\": \"virginica\"},{\"SepalLength\": 6.0, \"SepalWidth\": 3.0, \"PetalLength\": 4.8, \"PetalWidth\": 1.8, \"Species\": \"virginica\"},{\"SepalLength\": 6.9, \"SepalWidth\": 3.1, \"PetalLength\": 5.4, \"PetalWidth\": 2.1, \"Species\": \"virginica\"},{\"SepalLength\": 6.7, \"SepalWidth\": 3.1, \"PetalLength\": 5.6, \"PetalWidth\": 2.4, \"Species\": \"virginica\"},{\"SepalLength\": 6.9, \"SepalWidth\": 3.1, \"PetalLength\": 5.1, \"PetalWidth\": 2.3, \"Species\": \"virginica\"},{\"SepalLength\": 5.8, \"SepalWidth\": 2.7, \"PetalLength\": 5.1, \"PetalWidth\": 1.9, \"Species\": \"virginica\"},{\"SepalLength\": 6.8, \"SepalWidth\": 3.2, \"PetalLength\": 5.9, \"PetalWidth\": 2.3, \"Species\": \"virginica\"},{\"SepalLength\": 6.7, \"SepalWidth\": 3.3, \"PetalLength\": 5.7, \"PetalWidth\": 2.5, \"Species\": \"virginica\"},{\"SepalLength\": 6.7, \"SepalWidth\": 3.0, \"PetalLength\": 5.2, \"PetalWidth\": 2.3, \"Species\": \"virginica\"},{\"SepalLength\": 6.3, \"SepalWidth\": 2.5, \"PetalLength\": 5.0, \"PetalWidth\": 1.9, \"Species\": \"virginica\"},{\"SepalLength\": 6.5, \"SepalWidth\": 3.0, \"PetalLength\": 5.2, \"PetalWidth\": 2.0, \"Species\": \"virginica\"},{\"SepalLength\": 6.2, \"SepalWidth\": 3.4, \"PetalLength\": 5.4, \"PetalWidth\": 2.3, \"Species\": \"virginica\"},{\"SepalLength\": 5.9, \"SepalWidth\": 3.0, \"PetalLength\": 5.1, \"PetalWidth\": 1.8, \"Species\": \"virginica\"}];\n",
       "var cf = crossfilter(data);\n",
       "var all = cf.groupAll();\n",
       "var SepalLength = cf.dimension(function(d){return Math.round(d.SepalLength / 0.500000)*0.500000; });\n",
       "var SepalWidth = cf.dimension(function(d){return Math.round(d.SepalWidth / 0.100000)*0.100000; });\n",
       "var PetalLength = cf.dimension(function(d){return Math.round(d.PetalLength / 0.500000)*0.500000; });\n",
       "var PetalWidth = cf.dimension(function(d){return Math.round(d.PetalWidth / 0.100000)*0.100000; });\n",
       "var Species = cf.dimension(function(d){return d.Species; });\n",
       "var SepalLength_sum = SepalLength.group().reduceSum(function(d){ return d.SepalLength; });\n",
       "var SepalWidth_sum = SepalWidth.group().reduceSum(function(d){ return d.SepalWidth; });\n",
       "var PetalLength_sum = PetalLength.group().reduceSum(function(d){ return d.PetalLength; });\n",
       "var PetalWidth_sum = PetalWidth.group().reduceSum(function(d){ return d.PetalWidth; });\n",
       "var Species_count = Species.group().reduceCount();\n",
       "  var chart_751982 = dc.barChart(\"#chart_751982\")\n",
       "    .dimension(SepalLength)\n",
       "    .group(SepalLength_sum)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .x(d3.scale.linear().domain([4,8]))\n",
       "    .xUnits(dc.units.fp.precision(0.5))\n",
       "    .centerBar(true);\n",
       "  var chart_937495 = dc.barChart(\"#chart_937495\")\n",
       "    .dimension(SepalWidth)\n",
       "    .group(SepalWidth_sum)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .x(d3.scale.linear().domain([2,5]))\n",
       "    .xUnits(dc.units.fp.precision(0.1))\n",
       "    .centerBar(true);\n",
       "  var chart_985752 = dc.barChart(\"#chart_985752\")\n",
       "    .dimension(PetalLength)\n",
       "    .group(PetalLength_sum)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .x(d3.scale.linear().domain([1,7]))\n",
       "    .xUnits(dc.units.fp.precision(0.5))\n",
       "    .centerBar(true);\n",
       "  var chart_076232 = dc.barChart(\"#chart_076232\")\n",
       "    .dimension(PetalWidth)\n",
       "    .group(PetalWidth_sum)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .x(d3.scale.linear().domain([0,3]))\n",
       "    .xUnits(dc.units.fp.precision(0.1))\n",
       "    .centerBar(true);\n",
       "  var chart_631843 = dc.pieChart(\"#chart_631843\")\n",
       "    .dimension(Species)\n",
       "    .group(Species_count)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .slicesCap(10)\n",
       "    .radius(90.0);\n",
       "dc.renderAll();\n",
       "var charts = [chart_751982, chart_937495, chart_985752, chart_076232, chart_631843];\n",
       "var chart_names = [\"chart_751982\", \"chart_937495\", \"chart_985752\", \"chart_076232\", \"chart_631843\"];\n",
       "\n",
       "var update_reset_buttons = function(chart) {\n",
       "  var filter_in_use = false;\n",
       "  for (var i = 0; i < charts.length; i++) {\n",
       "    if (charts[i].filters().length > 0) {\n",
       "      filter_in_use = true;\n",
       "      break;\n",
       "    }\n",
       "  }\n",
       "  var idx = charts.indexOf(chart);\n",
       "  d3.select(\"#reset_all_btn_297236\").remove();\n",
       "d3.select(\"#heading_\" + chart_names[idx]).select(\".chart-reset\").remove();\n",
       "\n",
       "if (filter_in_use) {\n",
       "  d3.select(\"#reset_all_well_297236\")\n",
       ".append(\"a\")\n",
       ".attr(\"class\", \"button-label\")\n",
       ".attr(\"id\", \"reset_all_btn_297236\")\n",
       "      .text(function(d) {\n",
       "        return \"Reset All\";\n",
       "      })\n",
       "      .on(\"click\", function() {\n",
       "        for (var i = 0; i < charts.length; i++) {\n",
       "          charts[i].filter(null);\n",
       "        }\n",
       "        dc.redrawAll();\n",
       "      });\n",
       "    \n",
       "    if (chart.filters().length > 0) {\n",
       "      d3.select(\"#heading_\" + chart_names[idx])\n",
       "        .append(\"span\")\n",
       "        .attr(\"class\", \"chart-reset fake-link\")\n",
       "        .text(function(d) {\n",
       "          return \"Reset\";\n",
       "        })\n",
       "        .on(\"click\", function(d) {\n",
       "          chart.filter(null);\n",
       "          dc.redrawAll();\n",
       "        });\n",
       "    }\n",
       "  }\n",
       "};\n",
       "\n",
       "for (var i = 0; i < charts.length; i++) {\n",
       "  charts[i].on('filtered', function(chart) {\n",
       "    update_reset_buttons(chart);\n",
       "  });\n",
       "}\n",
       "\t});\n",
       "</script>\n",
       "</div>"
      ],
      "text/plain": [
       "CrossfilterCharts.DCOut(150×5 DataFrames.DataFrame\n",
       "│ Row │ SepalLength │ SepalWidth │ PetalLength │ PetalWidth │ Species     │\n",
       "├─────┼─────────────┼────────────┼─────────────┼────────────┼─────────────┤\n",
       "│ 1   │ 5.1         │ 3.5        │ 1.4         │ 0.2        │ \"setosa\"    │\n",
       "│ 2   │ 4.9         │ 3.0        │ 1.4         │ 0.2        │ \"setosa\"    │\n",
       "│ 3   │ 4.7         │ 3.2        │ 1.3         │ 0.2        │ \"setosa\"    │\n",
       "│ 4   │ 4.6         │ 3.1        │ 1.5         │ 0.2        │ \"setosa\"    │\n",
       "│ 5   │ 5.0         │ 3.6        │ 1.4         │ 0.2        │ \"setosa\"    │\n",
       "│ 6   │ 5.4         │ 3.9        │ 1.7         │ 0.4        │ \"setosa\"    │\n",
       "│ 7   │ 4.6         │ 3.4        │ 1.4         │ 0.3        │ \"setosa\"    │\n",
       "│ 8   │ 5.0         │ 3.4        │ 1.5         │ 0.2        │ \"setosa\"    │\n",
       "│ 9   │ 4.4         │ 2.9        │ 1.4         │ 0.2        │ \"setosa\"    │\n",
       "│ 10  │ 4.9         │ 3.1        │ 1.5         │ 0.1        │ \"setosa\"    │\n",
       "│ 11  │ 5.4         │ 3.7        │ 1.5         │ 0.2        │ \"setosa\"    │\n",
       "⋮\n",
       "│ 139 │ 6.0         │ 3.0        │ 4.8         │ 1.8        │ \"virginica\" │\n",
       "│ 140 │ 6.9         │ 3.1        │ 5.4         │ 2.1        │ \"virginica\" │\n",
       "│ 141 │ 6.7         │ 3.1        │ 5.6         │ 2.4        │ \"virginica\" │\n",
       "│ 142 │ 6.9         │ 3.1        │ 5.1         │ 2.3        │ \"virginica\" │\n",
       "│ 143 │ 5.8         │ 2.7        │ 5.1         │ 1.9        │ \"virginica\" │\n",
       "│ 144 │ 6.8         │ 3.2        │ 5.9         │ 2.3        │ \"virginica\" │\n",
       "│ 145 │ 6.7         │ 3.3        │ 5.7         │ 2.5        │ \"virginica\" │\n",
       "│ 146 │ 6.7         │ 3.0        │ 5.2         │ 2.3        │ \"virginica\" │\n",
       "│ 147 │ 6.3         │ 2.5        │ 5.0         │ 1.9        │ \"virginica\" │\n",
       "│ 148 │ 6.5         │ 3.0        │ 5.2         │ 2.0        │ \"virginica\" │\n",
       "│ 149 │ 6.2         │ 3.4        │ 5.4         │ 2.3        │ \"virginica\" │\n",
       "│ 150 │ 5.9         │ 3.0        │ 5.1         │ 1.8        │ \"virginica\" │,[CrossfilterCharts.Dimension(:SepalLength,\"function(d){return Math.round(d.SepalLength / 0.500000)*0.500000; }\",0.5),CrossfilterCharts.Dimension(:SepalWidth,\"function(d){return Math.round(d.SepalWidth / 0.100000)*0.100000; }\",0.1),CrossfilterCharts.Dimension(:PetalLength,\"function(d){return Math.round(d.PetalLength / 0.500000)*0.500000; }\",0.5),CrossfilterCharts.Dimension(:PetalWidth,\"function(d){return Math.round(d.PetalWidth / 0.100000)*0.100000; }\",0.1),CrossfilterCharts.Dimension(:Species,\"function(d){return d.Species; }\",NaN)],[CrossfilterCharts.Group(CrossfilterCharts.Dimension(:SepalLength,\"function(d){return Math.round(d.SepalLength / 0.500000)*0.500000; }\",0.5),\"SepalLength_sum\",\"reduceSum(function(d){ return d.SepalLength; })\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:SepalWidth,\"function(d){return Math.round(d.SepalWidth / 0.100000)*0.100000; }\",0.1),\"SepalWidth_sum\",\"reduceSum(function(d){ return d.SepalWidth; })\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:PetalLength,\"function(d){return Math.round(d.PetalLength / 0.500000)*0.500000; }\",0.5),\"PetalLength_sum\",\"reduceSum(function(d){ return d.PetalLength; })\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:PetalWidth,\"function(d){return Math.round(d.PetalWidth / 0.100000)*0.100000; }\",0.1),\"PetalWidth_sum\",\"reduceSum(function(d){ return d.PetalWidth; })\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Species,\"function(d){return d.Species; }\",NaN),\"Species_count\",\"reduceCount()\")],[CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:SepalLength,\"function(d){return Math.round(d.SepalLength / 0.500000)*0.500000; }\",0.5),\"SepalLength_sum\",\"reduceSum(function(d){ return d.SepalLength; })\"),CrossfilterCharts.ChartType(\"barChart\",[CrossfilterCharts.Attribute(:centerBar,\"true\"),CrossfilterCharts.Attribute(:gap,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:zoomScale,\"\"),CrossfilterCharts.Attribute(:zoomOutRestrict,\"\"),CrossfilterCharts.Attribute(:mouseZoomable,\"\"),CrossfilterCharts.Attribute(:x,\"d3.scale.linear().domain([4,8])\"),CrossfilterCharts.Attribute(:xUnits,\"dc.units.fp.precision(0.5)\"),CrossfilterCharts.Attribute(:xAxis,\"\"),CrossfilterCharts.Attribute(:elasticX,\"\"),CrossfilterCharts.Attribute(:xAxisPadding,\"\"),CrossfilterCharts.Attribute(:y,\"\"),CrossfilterCharts.Attribute(:yAxis,\"\"),CrossfilterCharts.Attribute(:elasticY,\"\"),CrossfilterCharts.Attribute(:renderHorizontalGridLines,\"\"),CrossfilterCharts.Attribute(:renderVerticalGridLines,\"\"),CrossfilterCharts.Attribute(:yAxisPadding,\"\"),CrossfilterCharts.Attribute(:round,\"\"),CrossfilterCharts.Attribute(:keyAccessor,\"\"),CrossfilterCharts.Attribute(:valueAccessor,\"\"),CrossfilterCharts.Attribute(:xAxisLabel,\"\"),CrossfilterCharts.Attribute(:yAxisLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[])])]),\"Chart for SepalLength\",\"chart_642824\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:SepalWidth,\"function(d){return Math.round(d.SepalWidth / 0.100000)*0.100000; }\",0.1),\"SepalWidth_sum\",\"reduceSum(function(d){ return d.SepalWidth; })\"),CrossfilterCharts.ChartType(\"barChart\",[CrossfilterCharts.Attribute(:centerBar,\"true\"),CrossfilterCharts.Attribute(:gap,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:zoomScale,\"\"),CrossfilterCharts.Attribute(:zoomOutRestrict,\"\"),CrossfilterCharts.Attribute(:mouseZoomable,\"\"),CrossfilterCharts.Attribute(:x,\"d3.scale.linear().domain([2,5])\"),CrossfilterCharts.Attribute(:xUnits,\"dc.units.fp.precision(0.1)\"),CrossfilterCharts.Attribute(:xAxis,\"\"),CrossfilterCharts.Attribute(:elasticX,\"\"),CrossfilterCharts.Attribute(:xAxisPadding,\"\"),CrossfilterCharts.Attribute(:y,\"\"),CrossfilterCharts.Attribute(:yAxis,\"\"),CrossfilterCharts.Attribute(:elasticY,\"\"),CrossfilterCharts.Attribute(:renderHorizontalGridLines,\"\"),CrossfilterCharts.Attribute(:renderVerticalGridLines,\"\"),CrossfilterCharts.Attribute(:yAxisPadding,\"\"),CrossfilterCharts.Attribute(:round,\"\"),CrossfilterCharts.Attribute(:keyAccessor,\"\"),CrossfilterCharts.Attribute(:valueAccessor,\"\"),CrossfilterCharts.Attribute(:xAxisLabel,\"\"),CrossfilterCharts.Attribute(:yAxisLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[])])]),\"Chart for SepalWidth\",\"chart_688505\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:PetalLength,\"function(d){return Math.round(d.PetalLength / 0.500000)*0.500000; }\",0.5),\"PetalLength_sum\",\"reduceSum(function(d){ return d.PetalLength; })\"),CrossfilterCharts.ChartType(\"barChart\",[CrossfilterCharts.Attribute(:centerBar,\"true\"),CrossfilterCharts.Attribute(:gap,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:zoomScale,\"\"),CrossfilterCharts.Attribute(:zoomOutRestrict,\"\"),CrossfilterCharts.Attribute(:mouseZoomable,\"\"),CrossfilterCharts.Attribute(:x,\"d3.scale.linear().domain([1,7])\"),CrossfilterCharts.Attribute(:xUnits,\"dc.units.fp.precision(0.5)\"),CrossfilterCharts.Attribute(:xAxis,\"\"),CrossfilterCharts.Attribute(:elasticX,\"\"),CrossfilterCharts.Attribute(:xAxisPadding,\"\"),CrossfilterCharts.Attribute(:y,\"\"),CrossfilterCharts.Attribute(:yAxis,\"\"),CrossfilterCharts.Attribute(:elasticY,\"\"),CrossfilterCharts.Attribute(:renderHorizontalGridLines,\"\"),CrossfilterCharts.Attribute(:renderVerticalGridLines,\"\"),CrossfilterCharts.Attribute(:yAxisPadding,\"\"),CrossfilterCharts.Attribute(:round,\"\"),CrossfilterCharts.Attribute(:keyAccessor,\"\"),CrossfilterCharts.Attribute(:valueAccessor,\"\"),CrossfilterCharts.Attribute(:xAxisLabel,\"\"),CrossfilterCharts.Attribute(:yAxisLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[])])]),\"Chart for PetalLength\",\"chart_012471\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:PetalWidth,\"function(d){return Math.round(d.PetalWidth / 0.100000)*0.100000; }\",0.1),\"PetalWidth_sum\",\"reduceSum(function(d){ return d.PetalWidth; })\"),CrossfilterCharts.ChartType(\"barChart\",[CrossfilterCharts.Attribute(:centerBar,\"true\"),CrossfilterCharts.Attribute(:gap,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:zoomScale,\"\"),CrossfilterCharts.Attribute(:zoomOutRestrict,\"\"),CrossfilterCharts.Attribute(:mouseZoomable,\"\"),CrossfilterCharts.Attribute(:x,\"d3.scale.linear().domain([0,3])\"),CrossfilterCharts.Attribute(:xUnits,\"dc.units.fp.precision(0.1)\"),CrossfilterCharts.Attribute(:xAxis,\"\"),CrossfilterCharts.Attribute(:elasticX,\"\"),CrossfilterCharts.Attribute(:xAxisPadding,\"\"),CrossfilterCharts.Attribute(:y,\"\"),CrossfilterCharts.Attribute(:yAxis,\"\"),CrossfilterCharts.Attribute(:elasticY,\"\"),CrossfilterCharts.Attribute(:renderHorizontalGridLines,\"\"),CrossfilterCharts.Attribute(:renderVerticalGridLines,\"\"),CrossfilterCharts.Attribute(:yAxisPadding,\"\"),CrossfilterCharts.Attribute(:round,\"\"),CrossfilterCharts.Attribute(:keyAccessor,\"\"),CrossfilterCharts.Attribute(:valueAccessor,\"\"),CrossfilterCharts.Attribute(:xAxisLabel,\"\"),CrossfilterCharts.Attribute(:yAxisLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[])])]),\"Chart for PetalWidth\",\"chart_491142\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Species,\"function(d){return d.Species; }\",NaN),\"Species_count\",\"reduceCount()\"),CrossfilterCharts.ChartType(\"pieChart\",[CrossfilterCharts.Attribute(:slicesCap,\"10\"),CrossfilterCharts.Attribute(:innerRadius,\"\"),CrossfilterCharts.Attribute(:radius,\"90.0\"),CrossfilterCharts.Attribute(:cx,\"\"),CrossfilterCharts.Attribute(:cy,\"\"),CrossfilterCharts.Attribute(:minAngleForLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[])]),\"Chart for Species\",\"chart_627285\")],CrossfilterCharts.DCWidget[],86485,false,false)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using CrossfilterCharts\n",
    "dc(iris)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Users have complete access to the DCOut object, and can choose to structure the visualization themselves:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:975px; height: 1005px; overflow-y: auto;\">\t<link href=\"https://cdnjs.cloudflare.com/ajax/libs/dc/1.7.5/dc.css\" rel=\"stylesheet\">\n",
       "\t<style>\n",
       "    .fake-link {\n",
       "      color: #337ab7;\n",
       "      text-decoration: underline;\n",
       "      cursor: pointer;\n",
       "      font-size: 12px;\n",
       "    }\n",
       "    .button-label {\n",
       "      color: #337ab7;\n",
       "      text-decoration: underline;\n",
       "      cursor: pointer;\n",
       "      margin-right: 20px;\n",
       "    }\n",
       "  \t</style>\n",
       "\t<body>\n",
       "  <div id=\"reset_all_well_795410\"style=\"width: 100%; text-align: right;\">&nbsp</div>\n",
       "    <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_639364\">Chart for School </h3>\n",
       "    <div id=\"chart_639364\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_722587\">Chart for NormExam </h3>\n",
       "    <div id=\"chart_722587\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_404237\">Chart for SchGend </h3>\n",
       "    <div id=\"chart_404237\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_153303\">Chart for SchAvg </h3>\n",
       "    <div id=\"chart_153303\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_183292\">Chart for VR </h3>\n",
       "    <div id=\"chart_183292\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_571763\">Chart for Sex </h3>\n",
       "    <div id=\"chart_571763\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_240555\">Chart for School </h3>\n",
       "    <div id=\"chart_240555\"></div>\n",
       "  </div>\n",
       "\t<div style=\"clear:both; height: 1px\"></div>\n",
       "  <div id=\"chart_129974\"><span class=\"filter-count\"></span> selected out of <span class=\"total-count\"></span> records</div><br/>\n",
       "\n",
       "\t\t\t<style>\n",
       "\t\t\t  #chart_494376 .dc-table-group{display:none}\n",
       "\t\t\t</style>\n",
       "\t\t\t<table class=\"table table-hover\" id=\"chart_494376\">\n",
       "\t\t\t <thead>\n",
       "            <tr><th>School</th><th>NormExam</th><th>SchGend</th><th>SchAvg</th><th>VR</th><th>Intake</th><th>StandLRT</th><th>Sex</th><th>Type</th><th>Student</th></tr>\n",
       "        </thead>\n",
       "        </table><br/>\n",
       "</body>\n",
       "<script type=\"text/javascript\">\n",
       "require.config({paths: { \"d3\": \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.17/d3.min\" ,\n",
       " \"crossfilter\": \"https://cdnjs.cloudflare.com/ajax/libs/crossfilter/1.3.7/crossfilter\" ,\n",
       " \"dc\": \"https://cdnjs.cloudflare.com/ajax/libs/dc/1.7.1/dc\" }});\n",
       "require([\"d3\", \"crossfilter\", \"dc\"], function(d3, unused1, dc) {\n",
       "data = [{\"School\": \"1\", \"NormExam\": 0.2613242, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 0.6190592, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"143\"},{\"School\": \"1\", \"NormExam\": 0.1340672, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": 0.2058022, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"145\"},{\"School\": \"1\", \"NormExam\": -1.723882, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -1.364576, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"142\"},{\"School\": \"1\", \"NormExam\": 0.9675862, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": 0.2058022, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"141\"},{\"School\": \"1\", \"NormExam\": 0.5443412, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": 0.3711052, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"138\"},{\"School\": \"1\", \"NormExam\": 1.7348992, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 2.1894372, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"155\"},{\"School\": \"1\", \"NormExam\": 1.0396082, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -1.116621, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"158\"},{\"School\": \"1\", \"NormExam\": -0.129085, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -1.03397, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"115\"},{\"School\": \"1\", \"NormExam\": -0.939378, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.538061, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"117\"},{\"School\": \"1\", \"NormExam\": -1.219486, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -1.447227, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"113\"},{\"School\": \"1\", \"NormExam\": 2.4086922, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 2.4373912, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"112\"},{\"School\": \"1\", \"NormExam\": 0.6107292, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 2.1067862, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"137\"},{\"School\": \"1\", \"NormExam\": -1.836687, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": 0.0404992, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"134\"},{\"School\": \"1\", \"NormExam\": -0.129085, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 1.1976192, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"124\"},{\"School\": \"1\", \"NormExam\": 2.2031212, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 2.5200432, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"121\"},{\"School\": \"1\", \"NormExam\": 1.2405332, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 1.1149682, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"205\"},{\"School\": \"1\", \"NormExam\": 1.7348992, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 1.0323172, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"208\"},{\"School\": \"1\", \"NormExam\": 1.3101422, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 0.7843622, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"211\"},{\"School\": \"1\", \"NormExam\": -0.623051, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -1.116621, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"202\"},{\"School\": \"1\", \"NormExam\": 1.0396082, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -1.199273, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"199\"},{\"School\": \"1\", \"NormExam\": -1.029067, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.372758, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"198\"},{\"School\": \"1\", \"NormExam\": -1.219486, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -1.364576, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"220\"},{\"School\": \"1\", \"NormExam\": 0.3280722, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.951318, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"221\"},{\"School\": \"1\", \"NormExam\": -0.492781, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -2.356393, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"212\"},{\"School\": \"1\", \"NormExam\": 1.9003352, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.042152, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"219\"},{\"School\": \"1\", \"NormExam\": 0.8965662, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 0.3711052, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"215\"},{\"School\": \"1\", \"NormExam\": 0.0735362, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 1.1149682, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"172\"},{\"School\": \"1\", \"NormExam\": 0.1941492, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": 0.0404992, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"177\"},{\"School\": \"1\", \"NormExam\": 1.5061852, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 0.6190592, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"183\"},{\"School\": \"1\", \"NormExam\": 1.9003352, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 2.0241342, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"175\"},{\"School\": \"1\", \"NormExam\": 0.3280722, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.620713, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"173\"},{\"School\": \"1\", \"NormExam\": 0.8965662, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -1.116621, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"197\"},{\"School\": \"1\", \"NormExam\": 1.6618062, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": 0.2884532, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"192\"},{\"School\": \"1\", \"NormExam\": -0.776109, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.124804, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"193\"},{\"School\": \"1\", \"NormExam\": 0.4026692, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 0.3711052, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"191\"},{\"School\": \"1\", \"NormExam\": 0.9675862, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 1.0323172, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"188\"},{\"School\": \"1\", \"NormExam\": 0.4781942, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.124804, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"223\"},{\"School\": \"1\", \"NormExam\": 0.1340672, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": 0.1231502, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"27\"},{\"School\": \"1\", \"NormExam\": 2.3136012, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 0.6190592, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"28\"},{\"School\": \"1\", \"NormExam\": -0.197611, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": 0.2884532, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"31\"},{\"School\": \"1\", \"NormExam\": 0.4781942, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 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\"6\"},{\"School\": \"1\", \"NormExam\": -0.555112, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -2.356393, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"7\"},{\"School\": \"1\", \"NormExam\": 1.5061852, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 0.7843622, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"1\"},{\"School\": \"1\", \"NormExam\": -0.939378, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.372758, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"19\"},{\"School\": \"1\", \"NormExam\": 2.3136012, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 0.7843622, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"16\"},{\"School\": \"1\", \"NormExam\": -0.062088, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.703364, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"17\"},{\"School\": \"1\", \"NormExam\": -0.197611, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": 0.0404992, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"14\"},{\"School\": \"1\", \"NormExam\": -0.197611, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.290107, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"13\"},{\"School\": \"1\", \"NormExam\": 2.0397092, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 1.6108772, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": \"109\"},{\"School\": \"1\", \"NormExam\": 1.6618062, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 0.3711052, \"Sex\": \"F\", \"Type\": \"Mxd\", \"Student\": 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\"65\"},{\"School\": \"1\", \"NormExam\": 0.2613242, \"SchGend\": \"mixed\", \"SchAvg\": 0.1661752, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": 0.3711052, \"Sex\": \"M\", \"Type\": \"Mxd\", \"Student\": \"66\"},{\"School\": \"2\", \"NormExam\": 1.5792202, \"SchGend\": \"girls\", \"SchAvg\": 0.3951492, \"VR\": \"top 25%\", \"Intake\": \"mid 50%\", \"StandLRT\": 0.1231502, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"100\"},{\"School\": \"2\", \"NormExam\": 1.2405332, \"SchGend\": \"girls\", \"SchAvg\": 0.3951492, \"VR\": \"top 25%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 0.7017112, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"96\"},{\"School\": \"2\", \"NormExam\": 0.6107292, \"SchGend\": \"girls\", \"SchAvg\": 0.3951492, \"VR\": \"top 25%\", \"Intake\": \"mid 50%\", \"StandLRT\": 0.2884532, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"95\"},{\"School\": \"2\", \"NormExam\": 0.4781942, \"SchGend\": \"girls\", \"SchAvg\": 0.3951492, \"VR\": \"top 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\"17\"},{\"School\": \"65\", \"NormExam\": -0.623051, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -1.447227, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"22\"},{\"School\": \"65\", \"NormExam\": -0.492781, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -1.447227, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"13\"},{\"School\": \"65\", \"NormExam\": -0.419801, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.290107, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"81\"},{\"School\": \"65\", \"NormExam\": -2.291731, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -0.951318, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"68\"},{\"School\": \"65\", \"NormExam\": 0.0735362, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -1.199273, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"71\"},{\"School\": \"65\", \"NormExam\": 0.5443412, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 1.5282252, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"67\"},{\"School\": \"65\", \"NormExam\": 0.5443412, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 1.1149682, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"65\"},{\"School\": \"65\", \"NormExam\": -0.623051, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.207455, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"66\"},{\"School\": \"65\", \"NormExam\": 0.0043222, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 1.1149682, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"79\"},{\"School\": \"65\", \"NormExam\": -1.723882, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -0.620713, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"76\"},{\"School\": \"65\", \"NormExam\": -2.108644, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -1.116621, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"74\"},{\"School\": \"65\", \"NormExam\": -1.335315, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.372758, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"75\"},{\"School\": \"65\", \"NormExam\": 0.2613242, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 0.9496652, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"43\"},{\"School\": \"65\", \"NormExam\": 0.3280722, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": 1.1149682, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"48\"},{\"School\": \"65\", \"NormExam\": -0.265159, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.042152, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"51\"},{\"School\": \"65\", \"NormExam\": -1.118624, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -1.281924, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"44\"},{\"School\": \"65\", \"NormExam\": -1.62373, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -1.529879, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"45\"},{\"School\": \"65\", \"NormExam\": 0.6107292, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"bottom 25%\", \"StandLRT\": 1.8588312, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"46\"},{\"School\": \"65\", \"NormExam\": -0.699505, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -1.03397, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"59\"},{\"School\": \"65\", \"NormExam\": 0.0043222, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": 0.4537562, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"60\"},{\"School\": \"65\", \"NormExam\": 0.0043222, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"mid 50%\", \"StandLRT\": -0.786016, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"61\"},{\"School\": \"65\", \"NormExam\": -1.029067, \"SchGend\": \"girls\", \"SchAvg\": -0.23535, \"VR\": \"mid 50%\", \"Intake\": \"top 25%\", \"StandLRT\": -1.364576, \"Sex\": \"F\", \"Type\": \"Sngl\", \"Student\": \"56\"}];\n",
       "var cf = crossfilter(data);\n",
       "var all = cf.groupAll();\n",
       "var School = cf.dimension(function(d){return d.School; });\n",
       "var NormExam = cf.dimension(function(d){return Math.round(d.NormExam / 0.500000)*0.500000; });\n",
       "var SchGend = cf.dimension(function(d){return d.SchGend; });\n",
       "var SchAvg = cf.dimension(function(d){return Math.round(d.SchAvg / 0.100000)*0.100000; });\n",
       "var VR = cf.dimension(function(d){return d.VR; });\n",
       "var Intake = cf.dimension(function(d){return d.Intake; });\n",
       "var StandLRT = cf.dimension(function(d){return Math.round(d.StandLRT / 0.500000)*0.500000; });\n",
       "var Sex = cf.dimension(function(d){return d.Sex; });\n",
       "var Type = cf.dimension(function(d){return d.Type; });\n",
       "var Student = cf.dimension(function(d){return d.Student; });\n",
       "var School_count = School.group().reduceCount();\n",
       "var NormExam_sum = NormExam.group().reduceSum(function(d){ return d.NormExam; });\n",
       "var SchGend_count = SchGend.group().reduceCount();\n",
       "var SchAvg_sum = SchAvg.group().reduceSum(function(d){ return d.SchAvg; });\n",
       "var VR_count = VR.group().reduceCount();\n",
       "var Intake_count = Intake.group().reduceCount();\n",
       "var StandLRT_sum = StandLRT.group().reduceSum(function(d){ return d.StandLRT; });\n",
       "var Sex_count = Sex.group().reduceCount();\n",
       "var Type_count = Type.group().reduceCount();\n",
       "var Student_count = Student.group().reduceCount();\n",
       "var School_master918 = School.group().reduce(function (p, v) {\n",
       "  ++p.DCCount;\n",
       "  p.NormExam_sum += v.NormExam;\n",
       "  p.SchAvg_sum += v.SchAvg;\n",
       "  p.StandLRT_sum += v.StandLRT;\n",
       "  return p;\n",
       "},\n",
       "function (p, v) {\n",
       "  --p.DCCount;\n",
       "  p.NormExam_sum -= v.NormExam;\n",
       "  p.SchAvg_sum -= v.SchAvg;\n",
       "  p.StandLRT_sum -= v.StandLRT;\n",
       "  return p;\n",
       "},\n",
       "function () {\n",
       "  return {\n",
       "    DCCount: 0,\n",
       "    NormExam_sum: 0,\n",
       "    SchAvg_sum: 0,\n",
       "    StandLRT_sum: 0,\n",
       "  };\n",
       "});\n",
       "  var chart_639364 = dc.pieChart(\"#chart_639364\")\n",
       "    .dimension(School)\n",
       "    .group(School_count)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .slicesCap(10)\n",
       "    .radius(90.0);\n",
       "  var chart_722587 = dc.barChart(\"#chart_722587\")\n",
       "    .dimension(NormExam)\n",
       "    .group(NormExam_sum)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .x(d3.scale.linear().domain([-4,4]))\n",
       "    .xUnits(dc.units.fp.precision(0.5))\n",
       "    .centerBar(true);\n",
       "  var chart_404237 = dc.rowChart(\"#chart_404237\")\n",
       "    .dimension(SchGend)\n",
       "    .group(SchGend_count)\n",
       "    .width(300.0)\n",
       "    .height(225.0);\n",
       "  var chart_153303 = dc.lineChart(\"#chart_153303\")\n",
       "    .dimension(SchAvg)\n",
       "    .group(SchAvg_sum)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .x(d3.scale.linear().domain([-1,1]))\n",
       "    .xUnits(dc.units.fp.precision(0.1));\n",
       "  var chart_183292 = dc.pieChart(\"#chart_183292\")\n",
       "    .dimension(VR)\n",
       "    .group(VR_count)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .slicesCap(10)\n",
       "    .radius(90.0);\n",
       "  var chart_571763 = dc.pieChart(\"#chart_571763\")\n",
       "    .dimension(Sex)\n",
       "    .group(Sex_count)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .slicesCap(10)\n",
       "    .innerRadius(50)\n",
       "    .radius(90.0);\n",
       "  var chart_240555 = dc.bubbleChart(\"#chart_240555\")\n",
       "    .dimension(School)\n",
       "    .group(School_master918)\n",
       "    .radiusValueAccessor(function (d) { return d.value.StandLRT_sum;})\n",
       "    .maxBubbleRelativeSize(0.2)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .x(d3.scale.linear().domain([0,150]))\n",
       "    .elasticX(true)\n",
       "    .xAxisPadding(50)\n",
       "    .elasticY(true)\n",
       "    .yAxisPadding(50)\n",
       "    .keyAccessor(function (d) { return d.value.NormExam_sum;})\n",
       "    .valueAccessor(function (d) { return d.value.SchAvg_sum;})\n",
       "    .elasticRadius(true);\n",
       "  var chart_129974 = dc.dataCount(\"#chart_129974\")\n",
       "    .dimension(cf)\n",
       "    .group(all);\n",
       "  var chart_494376 = dc.dataTable(\"#chart_494376\")\n",
       "    .dimension(School)\n",
       "    .group(function(d) {return \"Showing All Results\";})\n",
       "    .size(15)\n",
       "    .columns([\n",
       "function(d) {return d.School;},\n",
       "function(d) {return d.NormExam;},\n",
       "function(d) {return d.SchGend;},\n",
       "function(d) {return d.SchAvg;},\n",
       "function(d) {return d.VR;},\n",
       "function(d) {return d.Intake;},\n",
       "function(d) {return d.StandLRT;},\n",
       "function(d) {return d.Sex;},\n",
       "function(d) {return d.Type;},\n",
       "function(d) {return d.Student;},\n",
       "]);\n",
       "dc.renderAll();\n",
       "var charts = [chart_639364, chart_722587, chart_404237, chart_153303, chart_183292, chart_571763, chart_240555];\n",
       "var chart_names = [\"chart_639364\", \"chart_722587\", \"chart_404237\", \"chart_153303\", \"chart_183292\", \"chart_571763\", \"chart_240555\"];\n",
       "\n",
       "var update_reset_buttons = function(chart) {\n",
       "  var filter_in_use = false;\n",
       "  for (var i = 0; i < charts.length; i++) {\n",
       "    if (charts[i].filters().length > 0) {\n",
       "      filter_in_use = true;\n",
       "      break;\n",
       "    }\n",
       "  }\n",
       "  var idx = charts.indexOf(chart);\n",
       "  d3.select(\"#reset_all_btn_795410\").remove();\n",
       "d3.select(\"#heading_\" + chart_names[idx]).select(\".chart-reset\").remove();\n",
       "\n",
       "if (filter_in_use) {\n",
       "  d3.select(\"#reset_all_well_795410\")\n",
       ".append(\"a\")\n",
       ".attr(\"class\", \"button-label\")\n",
       ".attr(\"id\", \"reset_all_btn_795410\")\n",
       "      .text(function(d) {\n",
       "        return \"Reset All\";\n",
       "      })\n",
       "      .on(\"click\", function() {\n",
       "        for (var i = 0; i < charts.length; i++) {\n",
       "          charts[i].filter(null);\n",
       "        }\n",
       "        dc.redrawAll();\n",
       "      });\n",
       "    \n",
       "    if (chart.filters().length > 0) {\n",
       "      d3.select(\"#heading_\" + chart_names[idx])\n",
       "        .append(\"span\")\n",
       "        .attr(\"class\", \"chart-reset fake-link\")\n",
       "        .text(function(d) {\n",
       "          return \"Reset\";\n",
       "        })\n",
       "        .on(\"click\", function(d) {\n",
       "          chart.filter(null);\n",
       "          dc.redrawAll();\n",
       "        });\n",
       "    }\n",
       "  }\n",
       "};\n",
       "\n",
       "for (var i = 0; i < charts.length; i++) {\n",
       "  charts[i].on('filtered', function(chart) {\n",
       "    update_reset_buttons(chart);\n",
       "  });\n",
       "}\n",
       "\t});\n",
       "</script>\n",
       "</div>"
      ],
      "text/plain": [
       "CrossfilterCharts.DCOut(4059×10 DataFrames.DataFrame\n",
       "│ Row  │ School │ NormExam  │ SchGend │ SchAvg   │ VR        │ Intake       │\n",
       "├──────┼────────┼───────────┼─────────┼──────────┼───────────┼──────────────┤\n",
       "│ 1    │ \"1\"    │ 0.261324  │ \"mixed\" │ 0.166175 │ \"mid 50%\" │ \"bottom 25%\" │\n",
       "│ 2    │ \"1\"    │ 0.134067  │ \"mixed\" │ 0.166175 │ \"mid 50%\" │ \"mid 50%\"    │\n",
       "│ 3    │ \"1\"    │ -1.72388  │ \"mixed\" │ 0.166175 │ \"mid 50%\" │ \"top 25%\"    │\n",
       "│ 4    │ \"1\"    │ 0.967586  │ \"mixed\" │ 0.166175 │ \"mid 50%\" │ \"mid 50%\"    │\n",
       "│ 5    │ \"1\"    │ 0.544341  │ \"mixed\" │ 0.166175 │ \"mid 50%\" │ \"mid 50%\"    │\n",
       "│ 6    │ \"1\"    │ 1.7349    │ \"mixed\" │ 0.166175 │ \"mid 50%\" │ \"bottom 25%\" │\n",
       "│ 7    │ \"1\"    │ 1.03961   │ \"mixed\" │ 0.166175 │ \"mid 50%\" │ \"top 25%\"    │\n",
       "│ 8    │ \"1\"    │ -0.129085 │ \"mixed\" │ 0.166175 │ \"mid 50%\" │ \"mid 50%\"    │\n",
       "│ 9    │ \"1\"    │ -0.939378 │ \"mixed\" │ 0.166175 │ \"mid 50%\" │ \"mid 50%\"    │\n",
       "│ 10   │ \"1\"    │ -1.21949  │ \"mixed\" │ 0.166175 │ \"mid 50%\" │ \"top 25%\"    │\n",
       "│ 11   │ \"1\"    │ 2.40869   │ \"mixed\" │ 0.166175 │ \"mid 50%\" │ \"bottom 25%\" │\n",
       "⋮\n",
       "│ 4048 │ \"65\"   │ -2.10864  │ \"girls\" │ -0.23535 │ \"mid 50%\" │ \"mid 50%\"    │\n",
       "│ 4049 │ \"65\"   │ -1.33532  │ \"girls\" │ -0.23535 │ \"mid 50%\" │ \"mid 50%\"    │\n",
       "│ 4050 │ \"65\"   │ 0.261324  │ \"girls\" │ -0.23535 │ \"mid 50%\" │ \"bottom 25%\" │\n",
       "│ 4051 │ \"65\"   │ 0.328072  │ \"girls\" │ -0.23535 │ \"mid 50%\" │ \"mid 50%\"    │\n",
       "│ 4052 │ \"65\"   │ -0.265159 │ \"girls\" │ -0.23535 │ \"mid 50%\" │ \"mid 50%\"    │\n",
       "│ 4053 │ \"65\"   │ -1.11862  │ \"girls\" │ -0.23535 │ \"mid 50%\" │ \"top 25%\"    │\n",
       "│ 4054 │ \"65\"   │ -1.62373  │ \"girls\" │ -0.23535 │ \"mid 50%\" │ \"top 25%\"    │\n",
       "│ 4055 │ \"65\"   │ 0.610729  │ \"girls\" │ -0.23535 │ \"mid 50%\" │ \"bottom 25%\" │\n",
       "│ 4056 │ \"65\"   │ -0.699505 │ \"girls\" │ -0.23535 │ \"mid 50%\" │ \"mid 50%\"    │\n",
       "│ 4057 │ \"65\"   │ 0.0043222 │ \"girls\" │ -0.23535 │ \"mid 50%\" │ \"mid 50%\"    │\n",
       "│ 4058 │ \"65\"   │ 0.0043222 │ \"girls\" │ -0.23535 │ \"mid 50%\" │ \"mid 50%\"    │\n",
       "│ 4059 │ \"65\"   │ -1.02907  │ \"girls\" │ -0.23535 │ \"mid 50%\" │ \"top 25%\"    │\n",
       "\n",
       "│ Row  │ StandLRT  │ Sex │ Type   │ Student │\n",
       "├──────┼───────────┼─────┼────────┼─────────┤\n",
       "│ 1    │ 0.619059  │ \"F\" │ \"Mxd\"  │ \"143\"   │\n",
       "│ 2    │ 0.205802  │ \"F\" │ \"Mxd\"  │ \"145\"   │\n",
       "│ 3    │ -1.36458  │ \"M\" │ \"Mxd\"  │ \"142\"   │\n",
       "│ 4    │ 0.205802  │ \"F\" │ \"Mxd\"  │ \"141\"   │\n",
       "│ 5    │ 0.371105  │ \"F\" │ \"Mxd\"  │ \"138\"   │\n",
       "│ 6    │ 2.18944   │ \"M\" │ \"Mxd\"  │ \"155\"   │\n",
       "│ 7    │ -1.11662  │ \"M\" │ \"Mxd\"  │ \"158\"   │\n",
       "│ 8    │ -1.03397  │ \"M\" │ \"Mxd\"  │ \"115\"   │\n",
       "│ 9    │ -0.538061 │ \"F\" │ \"Mxd\"  │ \"117\"   │\n",
       "│ 10   │ -1.44723  │ \"M\" │ \"Mxd\"  │ \"113\"   │\n",
       "│ 11   │ 2.43739   │ \"M\" │ \"Mxd\"  │ \"112\"   │\n",
       "⋮\n",
       "│ 4048 │ -1.11662  │ \"F\" │ \"Sngl\" │ \"74\"    │\n",
       "│ 4049 │ -0.372758 │ \"F\" │ \"Sngl\" │ \"75\"    │\n",
       "│ 4050 │ 0.949665  │ \"F\" │ \"Sngl\" │ \"43\"    │\n",
       "│ 4051 │ 1.11497   │ \"F\" │ \"Sngl\" │ \"48\"    │\n",
       "│ 4052 │ -0.042152 │ \"F\" │ \"Sngl\" │ \"51\"    │\n",
       "│ 4053 │ -1.28192  │ \"F\" │ \"Sngl\" │ \"44\"    │\n",
       "│ 4054 │ -1.52988  │ \"F\" │ \"Sngl\" │ \"45\"    │\n",
       "│ 4055 │ 1.85883   │ \"F\" │ \"Sngl\" │ \"46\"    │\n",
       "│ 4056 │ -1.03397  │ \"F\" │ \"Sngl\" │ \"59\"    │\n",
       "│ 4057 │ 0.453756  │ \"F\" │ \"Sngl\" │ \"60\"    │\n",
       "│ 4058 │ -0.786016 │ \"F\" │ \"Sngl\" │ \"61\"    │\n",
       "│ 4059 │ -1.36458  │ \"F\" │ \"Sngl\" │ \"56\"    │,[CrossfilterCharts.Dimension(:School,\"function(d){return d.School; }\",NaN),CrossfilterCharts.Dimension(:NormExam,\"function(d){return Math.round(d.NormExam / 0.500000)*0.500000; }\",0.5),CrossfilterCharts.Dimension(:SchGend,\"function(d){return d.SchGend; }\",NaN),CrossfilterCharts.Dimension(:SchAvg,\"function(d){return Math.round(d.SchAvg / 0.100000)*0.100000; }\",0.1),CrossfilterCharts.Dimension(:VR,\"function(d){return d.VR; }\",NaN),CrossfilterCharts.Dimension(:Intake,\"function(d){return d.Intake; }\",NaN),CrossfilterCharts.Dimension(:StandLRT,\"function(d){return Math.round(d.StandLRT / 0.500000)*0.500000; }\",0.5),CrossfilterCharts.Dimension(:Sex,\"function(d){return d.Sex; }\",NaN),CrossfilterCharts.Dimension(:Type,\"function(d){return d.Type; }\",NaN),CrossfilterCharts.Dimension(:Student,\"function(d){return d.Student; }\",NaN)],[CrossfilterCharts.Group(CrossfilterCharts.Dimension(:School,\"function(d){return d.School; }\",NaN),\"School_count\",\"reduceCount()\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:NormExam,\"function(d){return Math.round(d.NormExam / 0.500000)*0.500000; }\",0.5),\"NormExam_sum\",\"reduceSum(function(d){ return d.NormExam; })\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:SchGend,\"function(d){return d.SchGend; }\",NaN),\"SchGend_count\",\"reduceCount()\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:SchAvg,\"function(d){return Math.round(d.SchAvg / 0.100000)*0.100000; }\",0.1),\"SchAvg_sum\",\"reduceSum(function(d){ return d.SchAvg; })\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:VR,\"function(d){return d.VR; }\",NaN),\"VR_count\",\"reduceCount()\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Intake,\"function(d){return d.Intake; }\",NaN),\"Intake_count\",\"reduceCount()\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:StandLRT,\"function(d){return Math.round(d.StandLRT / 0.500000)*0.500000; }\",0.5),\"StandLRT_sum\",\"reduceSum(function(d){ return d.StandLRT; })\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Sex,\"function(d){return d.Sex; }\",NaN),\"Sex_count\",\"reduceCount()\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Type,\"function(d){return d.Type; }\",NaN),\"Type_count\",\"reduceCount()\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Student,\"function(d){return d.Student; }\",NaN),\"Student_count\",\"reduceCount()\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:School,\"function(d){return d.School; }\",NaN),\"School_master918\",\"reduce(function (p, v) {\\n  ++p.DCCount;\\n  p.NormExam_sum += v.NormExam;\\n  p.SchAvg_sum += v.SchAvg;\\n  p.StandLRT_sum += v.StandLRT;\\n  return p;\\n},\\nfunction (p, v) {\\n  --p.DCCount;\\n  p.NormExam_sum -= v.NormExam;\\n  p.SchAvg_sum -= v.SchAvg;\\n  p.StandLRT_sum -= v.StandLRT;\\n  return p;\\n},\\nfunction () {\\n  return {\\n    DCCount: 0,\\n    NormExam_sum: 0,\\n    SchAvg_sum: 0,\\n    StandLRT_sum: 0,\\n  };\\n})\")],[CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:School,\"function(d){return d.School; }\",NaN),\"School_count\",\"reduceCount()\"),CrossfilterCharts.ChartType(\"pieChart\",[CrossfilterCharts.Attribute(:slicesCap,\"10\"),CrossfilterCharts.Attribute(:innerRadius,\"\"),CrossfilterCharts.Attribute(:radius,\"90.0\"),CrossfilterCharts.Attribute(:cx,\"\"),CrossfilterCharts.Attribute(:cy,\"\"),CrossfilterCharts.Attribute(:minAngleForLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[])]),\"Chart for School\",\"chart_700351\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:NormExam,\"function(d){return Math.round(d.NormExam / 0.500000)*0.500000; }\",0.5),\"NormExam_sum\",\"reduceSum(function(d){ return d.NormExam; })\"),CrossfilterCharts.ChartType(\"barChart\",[CrossfilterCharts.Attribute(:centerBar,\"true\"),CrossfilterCharts.Attribute(:gap,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:zoomScale,\"\"),CrossfilterCharts.Attribute(:zoomOutRestrict,\"\"),CrossfilterCharts.Attribute(:mouseZoomable,\"\"),CrossfilterCharts.Attribute(:x,\"d3.scale.linear().domain([-4,4])\"),CrossfilterCharts.Attribute(:xUnits,\"dc.units.fp.precision(0.5)\"),CrossfilterCharts.Attribute(:xAxis,\"\"),CrossfilterCharts.Attribute(:elasticX,\"\"),CrossfilterCharts.Attribute(:xAxisPadding,\"\"),CrossfilterCharts.Attribute(:y,\"\"),CrossfilterCharts.Attribute(:yAxis,\"\"),CrossfilterCharts.Attribute(:elasticY,\"\"),CrossfilterCharts.Attribute(:renderHorizontalGridLines,\"\"),CrossfilterCharts.Attribute(:renderVerticalGridLines,\"\"),CrossfilterCharts.Attribute(:yAxisPadding,\"\"),CrossfilterCharts.Attribute(:round,\"\"),CrossfilterCharts.Attribute(:keyAccessor,\"\"),CrossfilterCharts.Attribute(:valueAccessor,\"\"),CrossfilterCharts.Attribute(:xAxisLabel,\"\"),CrossfilterCharts.Attribute(:yAxisLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[])])]),\"Chart for NormExam\",\"chart_939635\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:SchGend,\"function(d){return d.SchGend; }\",NaN),\"SchGend_count\",\"reduceCount()\"),CrossfilterCharts.ChartType(\"rowChart\",[CrossfilterCharts.Attribute(:gap,\"\"),CrossfilterCharts.Attribute(:elasticX,\"\"),CrossfilterCharts.Attribute(:labelOffsetX,\"\"),CrossfilterCharts.Attribute(:labelOffsetY,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[])]),\"Chart for SchGend\",\"chart_046955\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:SchAvg,\"function(d){return Math.round(d.SchAvg / 0.100000)*0.100000; }\",0.1),\"SchAvg_sum\",\"reduceSum(function(d){ return d.SchAvg; })\"),CrossfilterCharts.ChartType(\"lineChart\",[CrossfilterCharts.Attribute(:renderArea,\"\"),CrossfilterCharts.Attribute(:dotRadius,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:zoomScale,\"\"),CrossfilterCharts.Attribute(:zoomOutRestrict,\"\"),CrossfilterCharts.Attribute(:mouseZoomable,\"\"),CrossfilterCharts.Attribute(:x,\"d3.scale.linear().domain([-1,1])\"),CrossfilterCharts.Attribute(:xUnits,\"dc.units.fp.precision(0.1)\"),CrossfilterCharts.Attribute(:xAxis,\"\"),CrossfilterCharts.Attribute(:elasticX,\"\"),CrossfilterCharts.Attribute(:xAxisPadding,\"\"),CrossfilterCharts.Attribute(:y,\"\"),CrossfilterCharts.Attribute(:yAxis,\"\"),CrossfilterCharts.Attribute(:elasticY,\"\"),CrossfilterCharts.Attribute(:renderHorizontalGridLines,\"\"),CrossfilterCharts.Attribute(:renderVerticalGridLines,\"\"),CrossfilterCharts.Attribute(:yAxisPadding,\"\"),CrossfilterCharts.Attribute(:round,\"\"),CrossfilterCharts.Attribute(:keyAccessor,\"\"),CrossfilterCharts.Attribute(:valueAccessor,\"\"),CrossfilterCharts.Attribute(:xAxisLabel,\"\"),CrossfilterCharts.Attribute(:yAxisLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[])])]),\"Chart for SchAvg\",\"chart_720227\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:VR,\"function(d){return d.VR; }\",NaN),\"VR_count\",\"reduceCount()\"),CrossfilterCharts.ChartType(\"pieChart\",[CrossfilterCharts.Attribute(:slicesCap,\"10\"),CrossfilterCharts.Attribute(:innerRadius,\"\"),CrossfilterCharts.Attribute(:radius,\"90.0\"),CrossfilterCharts.Attribute(:cx,\"\"),CrossfilterCharts.Attribute(:cy,\"\"),CrossfilterCharts.Attribute(:minAngleForLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[])]),\"Chart for VR\",\"chart_867588\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Sex,\"function(d){return d.Sex; }\",NaN),\"Sex_count\",\"reduceCount()\"),CrossfilterCharts.ChartType(\"pieChart\",[CrossfilterCharts.Attribute(:slicesCap,\"10\"),CrossfilterCharts.Attribute(:innerRadius,\"50\"),CrossfilterCharts.Attribute(:radius,\"90.0\"),CrossfilterCharts.Attribute(:cx,\"\"),CrossfilterCharts.Attribute(:cy,\"\"),CrossfilterCharts.Attribute(:minAngleForLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[])]),\"Chart for Sex\",\"chart_707123\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:School,\"function(d){return d.School; }\",NaN),\"School_master918\",\"reduce(function (p, v) {\\n  ++p.DCCount;\\n  p.NormExam_sum += v.NormExam;\\n  p.SchAvg_sum += v.SchAvg;\\n  p.StandLRT_sum += v.StandLRT;\\n  return p;\\n},\\nfunction (p, v) {\\n  --p.DCCount;\\n  p.NormExam_sum -= v.NormExam;\\n  p.SchAvg_sum -= v.SchAvg;\\n  p.StandLRT_sum -= v.StandLRT;\\n  return p;\\n},\\nfunction () {\\n  return {\\n    DCCount: 0,\\n    NormExam_sum: 0,\\n    SchAvg_sum: 0,\\n    StandLRT_sum: 0,\\n  };\\n})\"),CrossfilterCharts.ChartType(\"bubbleChart\",[CrossfilterCharts.Attribute(:elasticRadius,\"true\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:r,\"\"),CrossfilterCharts.Attribute(:radiusValueAccessor,\"function (d) { return d.value.StandLRT_sum;}\"),CrossfilterCharts.Attribute(:minRadiusWithLabel,\"\"),CrossfilterCharts.Attribute(:maxBubbleRelativeSize,\"0.2\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[])]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:zoomScale,\"\"),CrossfilterCharts.Attribute(:zoomOutRestrict,\"\"),CrossfilterCharts.Attribute(:mouseZoomable,\"\"),CrossfilterCharts.Attribute(:x,\"d3.scale.linear().domain([0,150])\"),CrossfilterCharts.Attribute(:xUnits,\"\"),CrossfilterCharts.Attribute(:xAxis,\"\"),CrossfilterCharts.Attribute(:elasticX,\"true\"),CrossfilterCharts.Attribute(:xAxisPadding,\"50\"),CrossfilterCharts.Attribute(:y,\"\"),CrossfilterCharts.Attribute(:yAxis,\"\"),CrossfilterCharts.Attribute(:elasticY,\"true\"),CrossfilterCharts.Attribute(:renderHorizontalGridLines,\"\"),CrossfilterCharts.Attribute(:renderVerticalGridLines,\"\"),CrossfilterCharts.Attribute(:yAxisPadding,\"50\"),CrossfilterCharts.Attribute(:round,\"\"),CrossfilterCharts.Attribute(:keyAccessor,\"function (d) { return d.value.NormExam_sum;}\"),CrossfilterCharts.Attribute(:valueAccessor,\"function (d) { return d.value.SchAvg_sum;}\"),CrossfilterCharts.Attribute(:xAxisLabel,\"\"),CrossfilterCharts.Attribute(:yAxisLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[])])]),\"Chart for School\",\"chart_435366\")],[CrossfilterCharts.DCWidget(CrossfilterCharts.ChartType(\"dataCount\",CrossfilterCharts.Attribute[],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:dimension,\"cf\"),CrossfilterCharts.Attribute(:group,\"all\")],CrossfilterCharts.ChartType[])]),\"chart_936939\",\"<div id=\\\"chart_936939\\\"><span class=\\\"filter-count\\\"></span> selected out of <span class=\\\"total-count\\\"></span> records</div>\",Symbol[],false),CrossfilterCharts.DCWidget(CrossfilterCharts.ChartType(\"dataTable\",[CrossfilterCharts.Attribute(:size,\"15\"),CrossfilterCharts.Attribute(:columns,\"[\\nfunction(d) {return d.School;},\\nfunction(d) {return d.NormExam;},\\nfunction(d) {return d.SchGend;},\\nfunction(d) {return d.SchAvg;},\\nfunction(d) {return d.VR;},\\nfunction(d) {return d.Intake;},\\nfunction(d) {return d.StandLRT;},\\nfunction(d) {return d.Sex;},\\nfunction(d) {return d.Type;},\\nfunction(d) {return d.Student;},\\n]\"),CrossfilterCharts.Attribute(:sortBy,\"\"),CrossfilterCharts.Attribute(:order,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:dimension,\"School\"),CrossfilterCharts.Attribute(:group,\"function(d) {return \\\"Showing All Results\\\";}\")],CrossfilterCharts.ChartType[])]),\"chart_854356\",\"\\n\\t\\t\\t<style>\\n\\t\\t\\t  #chart_854356 .dc-table-group{display:none}\\n\\t\\t\\t</style>\\n\\t\\t\\t<table class=\\\"table table-hover\\\" id=\\\"chart_854356\\\">\\n\\t\\t\\t <thead>\\n            <tr><th>School</th><th>NormExam</th><th>SchGend</th><th>SchAvg</th><th>VR</th><th>Intake</th><th>StandLRT</th><th>Sex</th><th>Type</th><th>Student</th></tr>\\n        </thead>\\n        </table>\",[:School,:NormExam,:SchGend,:SchAvg,:VR,:Intake,:StandLRT,:Sex,:Type,:Student],false)],821916,false,false)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = dataset(\"mlmRev\", \"Exam\")\n",
    "dcout = DCOut(df)\n",
    "infer_dimensions!(dcout) # infer all dimensions\n",
    "infer_groups!(dcout) # infer all groups\n",
    "quick_add!(dcout, :School, piechart)\n",
    "quick_add!(dcout, :NormExam, barchart)\n",
    "quick_add!(dcout, :SchGend, rowchart)\n",
    "quick_add!(dcout, :SchAvg, linechart)\n",
    "quick_add!(dcout, :VR, piechart)\n",
    "quick_add!(dcout, :Sex, piechart)\n",
    "dcout.charts[end].typ[:innerRadius] = \"50\"\n",
    "add_bubblechart!(dcout, :School, :NormExam, :SchAvg, :StandLRT)\n",
    "add_datacountwidget!(dcout)\n",
    "add_datatablewidget!(dcout)\n",
    "dcout"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "CrossfilterCharts will now not automatically infer charts if there are missing or NaN values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:975px; height: 565px; overflow-y: auto;\">\t<link href=\"https://cdnjs.cloudflare.com/ajax/libs/dc/1.7.5/dc.css\" rel=\"stylesheet\">\n",
       "\t<style>\n",
       "    .fake-link {\n",
       "      color: #337ab7;\n",
       "      text-decoration: underline;\n",
       "      cursor: pointer;\n",
       "      font-size: 12px;\n",
       "    }\n",
       "    .button-label {\n",
       "      color: #337ab7;\n",
       "      text-decoration: underline;\n",
       "      cursor: pointer;\n",
       "      margin-right: 20px;\n",
       "    }\n",
       "  \t</style>\n",
       "\t<body>\n",
       "  <div id=\"reset_all_well_163113\"style=\"width: 100%; text-align: right;\">&nbsp</div>\n",
       "    <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_463816\">Chart for Name </h3>\n",
       "    <div id=\"chart_463816\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_583575\">Chart for Genus </h3>\n",
       "    <div id=\"chart_583575\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_378206\">Chart for Order </h3>\n",
       "    <div id=\"chart_378206\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_887325\">Chart for SleepTotal </h3>\n",
       "    <div id=\"chart_887325\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_558583\">Chart for Awake </h3>\n",
       "    <div id=\"chart_558583\"></div>\n",
       "  </div>\n",
       "  <div style=\"float:left;\">\n",
       "    <h3 id=\"heading_chart_519265\">Chart for BodyWt </h3>\n",
       "    <div id=\"chart_519265\"></div>\n",
       "  </div>\n",
       "\t<div style=\"clear:both; height: 1px\"></div>\n",
       "  </body>\n",
       "<script type=\"text/javascript\">\n",
       "require.config({paths: { \"d3\": \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.17/d3.min\" ,\n",
       " \"crossfilter\": \"https://cdnjs.cloudflare.com/ajax/libs/crossfilter/1.3.7/crossfilter\" ,\n",
       " \"dc\": \"https://cdnjs.cloudflare.com/ajax/libs/dc/1.7.1/dc\" }});\n",
       "require([\"d3\", \"crossfilter\", \"dc\"], function(d3, unused1, dc) {\n",
       "data = [{\"Name\": \"Cheetah\", \"Genus\": \"Acinonyx\", \"Order\": \"Carnivora\", \"SleepTotal\": 12.1, \"Awake\": 11.9, \"BodyWt\": 50.0},{\"Name\": \"Owl monkey\", \"Genus\": \"Aotus\", \"Order\": \"Primates\", \"SleepTotal\": 17.0, \"Awake\": 7.0, \"BodyWt\": 0.48},{\"Name\": \"Mountain beaver\", \"Genus\": \"Aplodontia\", \"Order\": \"Rodentia\", \"SleepTotal\": 14.4, \"Awake\": 9.6, \"BodyWt\": 1.35},{\"Name\": \"Greater short-tailed shrew\", \"Genus\": \"Blarina\", \"Order\": \"Soricomorpha\", \"SleepTotal\": 14.9, \"Awake\": 9.1, \"BodyWt\": 0.019},{\"Name\": \"Cow\", \"Genus\": \"Bos\", \"Order\": \"Artiodactyla\", \"SleepTotal\": 4.0, \"Awake\": 20.0, \"BodyWt\": 600.0},{\"Name\": \"Three-toed sloth\", \"Genus\": \"Bradypus\", \"Order\": \"Pilosa\", \"SleepTotal\": 14.4, \"Awake\": 9.6, \"BodyWt\": 3.85},{\"Name\": \"Northern fur seal\", \"Genus\": \"Callorhinus\", \"Order\": \"Carnivora\", \"SleepTotal\": 8.7, \"Awake\": 15.3, \"BodyWt\": 20.49},{\"Name\": \"Vesper mouse\", \"Genus\": \"Calomys\", \"Order\": \"Rodentia\", \"SleepTotal\": 7.0, \"Awake\": 17.0, \"BodyWt\": 0.045},{\"Name\": \"Dog\", \"Genus\": \"Canis\", \"Order\": \"Carnivora\", \"SleepTotal\": 10.1, \"Awake\": 13.9, \"BodyWt\": 14.0},{\"Name\": \"Roe deer\", \"Genus\": \"Capreolus\", \"Order\": \"Artiodactyla\", \"SleepTotal\": 3.0, \"Awake\": 21.0, \"BodyWt\": 14.8},{\"Name\": \"Goat\", \"Genus\": \"Capri\", \"Order\": \"Artiodactyla\", \"SleepTotal\": 5.3, \"Awake\": 18.7, \"BodyWt\": 33.5},{\"Name\": \"Guinea pig\", \"Genus\": \"Cavis\", \"Order\": \"Rodentia\", \"SleepTotal\": 9.4, \"Awake\": 14.6, \"BodyWt\": 0.728},{\"Name\": \"Grivet\", \"Genus\": \"Cercopithecus\", \"Order\": \"Primates\", \"SleepTotal\": 10.0, \"Awake\": 14.0, \"BodyWt\": 4.75},{\"Name\": \"Chinchilla\", \"Genus\": \"Chinchilla\", \"Order\": \"Rodentia\", \"SleepTotal\": 12.5, \"Awake\": 11.5, \"BodyWt\": 0.42},{\"Name\": \"Star-nosed mole\", \"Genus\": \"Condylura\", \"Order\": \"Soricomorpha\", \"SleepTotal\": 10.3, \"Awake\": 13.7, \"BodyWt\": 0.06},{\"Name\": \"African giant pouched rat\", \"Genus\": \"Cricetomys\", \"Order\": \"Rodentia\", \"SleepTotal\": 8.3, \"Awake\": 15.7, \"BodyWt\": 1.0},{\"Name\": \"Lesser short-tailed shrew\", \"Genus\": \"Cryptotis\", \"Order\": \"Soricomorpha\", \"SleepTotal\": 9.1, \"Awake\": 14.9, \"BodyWt\": 0.005},{\"Name\": \"Long-nosed armadillo\", \"Genus\": \"Dasypus\", \"Order\": \"Cingulata\", \"SleepTotal\": 17.4, \"Awake\": 6.6, \"BodyWt\": 3.5},{\"Name\": \"Tree hyrax\", \"Genus\": \"Dendrohyrax\", \"Order\": \"Hyracoidea\", \"SleepTotal\": 5.3, \"Awake\": 18.7, \"BodyWt\": 2.95},{\"Name\": \"North American Opossum\", \"Genus\": \"Didelphis\", \"Order\": \"Didelphimorphia\", \"SleepTotal\": 18.0, \"Awake\": 6.0, \"BodyWt\": 1.7},{\"Name\": \"Asian elephant\", \"Genus\": \"Elephas\", \"Order\": \"Proboscidea\", \"SleepTotal\": 3.9, \"Awake\": 20.1, \"BodyWt\": 2547.0},{\"Name\": \"Big brown bat\", \"Genus\": \"Eptesicus\", \"Order\": \"Chiroptera\", \"SleepTotal\": 19.7, \"Awake\": 4.3, \"BodyWt\": 0.023},{\"Name\": \"Horse\", \"Genus\": \"Equus\", \"Order\": \"Perissodactyla\", \"SleepTotal\": 2.9, \"Awake\": 21.1, \"BodyWt\": 521.0},{\"Name\": \"Donkey\", \"Genus\": \"Equus\", \"Order\": \"Perissodactyla\", \"SleepTotal\": 3.1, \"Awake\": 20.9, \"BodyWt\": 187.0},{\"Name\": \"European hedgehog\", \"Genus\": \"Erinaceus\", \"Order\": \"Erinaceomorpha\", \"SleepTotal\": 10.1, \"Awake\": 13.9, \"BodyWt\": 0.77},{\"Name\": \"Patas monkey\", \"Genus\": \"Erythrocebus\", \"Order\": \"Primates\", \"SleepTotal\": 10.9, \"Awake\": 13.1, \"BodyWt\": 10.0},{\"Name\": \"Western american chipmunk\", \"Genus\": \"Eutamias\", \"Order\": \"Rodentia\", \"SleepTotal\": 14.9, \"Awake\": 9.1, \"BodyWt\": 0.071},{\"Name\": \"Domestic cat\", \"Genus\": \"Felis\", \"Order\": \"Carnivora\", \"SleepTotal\": 12.5, \"Awake\": 11.5, \"BodyWt\": 3.3},{\"Name\": \"Galago\", \"Genus\": \"Galago\", \"Order\": \"Primates\", \"SleepTotal\": 9.8, \"Awake\": 14.2, \"BodyWt\": 0.2},{\"Name\": \"Giraffe\", \"Genus\": \"Giraffa\", \"Order\": \"Artiodactyla\", \"SleepTotal\": 1.9, \"Awake\": 22.1, \"BodyWt\": 899.995},{\"Name\": \"Pilot whale\", \"Genus\": \"Globicephalus\", \"Order\": \"Cetacea\", \"SleepTotal\": 2.7, \"Awake\": 21.35, \"BodyWt\": 800.0},{\"Name\": \"Gray seal\", \"Genus\": \"Haliochoerus\", \"Order\": \"Carnivora\", \"SleepTotal\": 6.2, \"Awake\": 17.8, \"BodyWt\": 85.0},{\"Name\": \"Gray hyrax\", \"Genus\": \"Heterohyrax\", \"Order\": \"Hyracoidea\", \"SleepTotal\": 6.3, \"Awake\": 17.7, \"BodyWt\": 2.625},{\"Name\": \"Human\", \"Genus\": \"Homo\", \"Order\": \"Primates\", \"SleepTotal\": 8.0, \"Awake\": 16.0, \"BodyWt\": 62.0},{\"Name\": \"Mongoose lemur\", \"Genus\": \"Lemur\", \"Order\": \"Primates\", \"SleepTotal\": 9.5, \"Awake\": 14.5, \"BodyWt\": 1.67},{\"Name\": \"African elephant\", \"Genus\": \"Loxodonta\", \"Order\": \"Proboscidea\", \"SleepTotal\": 3.3, \"Awake\": 20.7, \"BodyWt\": 6654.0},{\"Name\": \"Thick-tailed opposum\", \"Genus\": \"Lutreolina\", \"Order\": \"Didelphimorphia\", \"SleepTotal\": 19.4, \"Awake\": 4.6, \"BodyWt\": 0.37},{\"Name\": \"Macaque\", \"Genus\": \"Macaca\", \"Order\": \"Primates\", \"SleepTotal\": 10.1, \"Awake\": 13.9, \"BodyWt\": 6.8},{\"Name\": \"Mongolian gerbil\", \"Genus\": \"Meriones\", \"Order\": \"Rodentia\", \"SleepTotal\": 14.2, \"Awake\": 9.8, \"BodyWt\": 0.053},{\"Name\": \"Golden hamster\", \"Genus\": \"Mesocricetus\", \"Order\": \"Rodentia\", \"SleepTotal\": 14.3, \"Awake\": 9.7, \"BodyWt\": 0.12},{\"Name\": \"Vole \", \"Genus\": \"Microtus\", \"Order\": \"Rodentia\", \"SleepTotal\": 12.8, \"Awake\": 11.2, \"BodyWt\": 0.035},{\"Name\": \"House mouse\", \"Genus\": \"Mus\", \"Order\": \"Rodentia\", \"SleepTotal\": 12.5, \"Awake\": 11.5, \"BodyWt\": 0.022},{\"Name\": \"Little brown bat\", \"Genus\": \"Myotis\", \"Order\": \"Chiroptera\", \"SleepTotal\": 19.9, \"Awake\": 4.1, \"BodyWt\": 0.01},{\"Name\": \"Round-tailed muskrat\", \"Genus\": \"Neofiber\", \"Order\": \"Rodentia\", \"SleepTotal\": 14.6, \"Awake\": 9.4, \"BodyWt\": 0.266},{\"Name\": \"Slow loris\", \"Genus\": \"Nyctibeus\", \"Order\": \"Primates\", \"SleepTotal\": 11.0, \"Awake\": 13.0, \"BodyWt\": 1.4},{\"Name\": \"Degu\", \"Genus\": \"Octodon\", \"Order\": \"Rodentia\", \"SleepTotal\": 7.7, \"Awake\": 16.3, \"BodyWt\": 0.21},{\"Name\": \"Northern grasshopper mouse\", \"Genus\": \"Onychomys\", \"Order\": \"Rodentia\", \"SleepTotal\": 14.5, \"Awake\": 9.5, \"BodyWt\": 0.028},{\"Name\": \"Rabbit\", \"Genus\": \"Oryctolagus\", \"Order\": \"Lagomorpha\", \"SleepTotal\": 8.4, \"Awake\": 15.6, \"BodyWt\": 2.5},{\"Name\": \"Sheep\", \"Genus\": \"Ovis\", \"Order\": \"Artiodactyla\", \"SleepTotal\": 3.8, \"Awake\": 20.2, \"BodyWt\": 55.5},{\"Name\": \"Chimpanzee\", \"Genus\": \"Pan\", \"Order\": \"Primates\", \"SleepTotal\": 9.7, \"Awake\": 14.3, \"BodyWt\": 52.2},{\"Name\": \"Tiger\", \"Genus\": \"Panthera\", \"Order\": \"Carnivora\", \"SleepTotal\": 15.8, \"Awake\": 8.2, \"BodyWt\": 162.564},{\"Name\": \"Jaguar\", \"Genus\": \"Panthera\", \"Order\": \"Carnivora\", \"SleepTotal\": 10.4, \"Awake\": 13.6, \"BodyWt\": 100.0},{\"Name\": \"Lion\", \"Genus\": \"Panthera\", \"Order\": \"Carnivora\", \"SleepTotal\": 13.5, \"Awake\": 10.5, \"BodyWt\": 161.499},{\"Name\": \"Baboon\", \"Genus\": \"Papio\", \"Order\": \"Primates\", \"SleepTotal\": 9.4, \"Awake\": 14.6, \"BodyWt\": 25.235},{\"Name\": \"Desert hedgehog\", \"Genus\": \"Paraechinus\", \"Order\": \"Erinaceomorpha\", \"SleepTotal\": 10.3, \"Awake\": 13.7, \"BodyWt\": 0.55},{\"Name\": \"Potto\", \"Genus\": \"Perodicticus\", \"Order\": \"Primates\", \"SleepTotal\": 11.0, \"Awake\": 13.0, \"BodyWt\": 1.1},{\"Name\": \"Deer mouse\", \"Genus\": \"Peromyscus\", \"Order\": \"Rodentia\", \"SleepTotal\": 11.5, \"Awake\": 12.5, \"BodyWt\": 0.021},{\"Name\": \"Phalanger\", \"Genus\": \"Phalanger\", \"Order\": \"Diprotodontia\", \"SleepTotal\": 13.7, \"Awake\": 10.3, \"BodyWt\": 1.62},{\"Name\": \"Caspian seal\", \"Genus\": \"Phoca\", \"Order\": \"Carnivora\", \"SleepTotal\": 3.5, \"Awake\": 20.5, \"BodyWt\": 86.0},{\"Name\": \"Common porpoise\", \"Genus\": \"Phocoena\", \"Order\": \"Cetacea\", \"SleepTotal\": 5.6, \"Awake\": 18.45, \"BodyWt\": 53.18},{\"Name\": \"Potoroo\", \"Genus\": \"Potorous\", \"Order\": \"Diprotodontia\", \"SleepTotal\": 11.1, \"Awake\": 12.9, \"BodyWt\": 1.1},{\"Name\": \"Giant armadillo\", \"Genus\": \"Priodontes\", \"Order\": \"Cingulata\", \"SleepTotal\": 18.1, \"Awake\": 5.9, \"BodyWt\": 60.0},{\"Name\": \"Rock hyrax\", \"Genus\": \"Procavia\", \"Order\": \"Hyracoidea\", \"SleepTotal\": 5.4, \"Awake\": 18.6, \"BodyWt\": 3.6},{\"Name\": \"Laboratory rat\", \"Genus\": \"Rattus\", \"Order\": \"Rodentia\", \"SleepTotal\": 13.0, \"Awake\": 11.0, \"BodyWt\": 0.32},{\"Name\": \"African striped mouse\", \"Genus\": \"Rhabdomys\", \"Order\": \"Rodentia\", \"SleepTotal\": 8.7, \"Awake\": 15.3, \"BodyWt\": 0.044},{\"Name\": \"Squirrel monkey\", \"Genus\": \"Saimiri\", \"Order\": \"Primates\", \"SleepTotal\": 9.6, \"Awake\": 14.4, \"BodyWt\": 0.743},{\"Name\": \"Eastern american mole\", \"Genus\": \"Scalopus\", \"Order\": \"Soricomorpha\", \"SleepTotal\": 8.4, \"Awake\": 15.6, \"BodyWt\": 0.075},{\"Name\": \"Cotton rat\", \"Genus\": \"Sigmodon\", \"Order\": \"Rodentia\", \"SleepTotal\": 11.3, \"Awake\": 12.7, \"BodyWt\": 0.148},{\"Name\": \"Mole rat\", \"Genus\": \"Spalax\", \"Order\": \"Rodentia\", \"SleepTotal\": 10.6, \"Awake\": 13.4, \"BodyWt\": 0.122},{\"Name\": \"Arctic ground squirrel\", \"Genus\": \"Spermophilus\", \"Order\": \"Rodentia\", \"SleepTotal\": 16.6, \"Awake\": 7.4, \"BodyWt\": 0.92},{\"Name\": \"Thirteen-lined ground squirrel\", \"Genus\": \"Spermophilus\", \"Order\": \"Rodentia\", \"SleepTotal\": 13.8, \"Awake\": 10.2, \"BodyWt\": 0.101},{\"Name\": \"Golden-mantled ground squirrel\", \"Genus\": \"Spermophilus\", \"Order\": \"Rodentia\", \"SleepTotal\": 15.9, \"Awake\": 8.1, \"BodyWt\": 0.205},{\"Name\": \"Musk shrew\", \"Genus\": \"Suncus\", \"Order\": \"Soricomorpha\", \"SleepTotal\": 12.8, \"Awake\": 11.2, \"BodyWt\": 0.048},{\"Name\": \"Pig\", \"Genus\": \"Sus\", \"Order\": \"Artiodactyla\", \"SleepTotal\": 9.1, \"Awake\": 14.9, \"BodyWt\": 86.25},{\"Name\": \"Short-nosed echidna\", \"Genus\": \"Tachyglossus\", \"Order\": \"Monotremata\", \"SleepTotal\": 8.6, \"Awake\": 15.4, \"BodyWt\": 4.5},{\"Name\": \"Eastern american chipmunk\", \"Genus\": \"Tamias\", \"Order\": \"Rodentia\", \"SleepTotal\": 15.8, \"Awake\": 8.2, \"BodyWt\": 0.112},{\"Name\": \"Brazilian tapir\", \"Genus\": \"Tapirus\", \"Order\": \"Perissodactyla\", \"SleepTotal\": 4.4, \"Awake\": 19.6, \"BodyWt\": 207.501},{\"Name\": \"Tenrec\", \"Genus\": \"Tenrec\", \"Order\": \"Afrosoricida\", \"SleepTotal\": 15.6, \"Awake\": 8.4, \"BodyWt\": 0.9},{\"Name\": \"Tree shrew\", \"Genus\": \"Tupaia\", \"Order\": \"Scandentia\", \"SleepTotal\": 8.9, \"Awake\": 15.1, \"BodyWt\": 0.104},{\"Name\": \"Bottle-nosed dolphin\", \"Genus\": \"Tursiops\", \"Order\": \"Cetacea\", \"SleepTotal\": 5.2, \"Awake\": 18.8, \"BodyWt\": 173.33},{\"Name\": \"Genet\", \"Genus\": \"Genetta\", \"Order\": \"Carnivora\", \"SleepTotal\": 6.3, \"Awake\": 17.7, \"BodyWt\": 2.0},{\"Name\": \"Arctic fox\", \"Genus\": \"Vulpes\", \"Order\": \"Carnivora\", \"SleepTotal\": 12.5, \"Awake\": 11.5, \"BodyWt\": 3.38},{\"Name\": \"Red fox\", \"Genus\": \"Vulpes\", \"Order\": \"Carnivora\", \"SleepTotal\": 9.8, \"Awake\": 14.2, \"BodyWt\": 4.23}];\n",
       "var cf = crossfilter(data);\n",
       "var all = cf.groupAll();\n",
       "var Name = cf.dimension(function(d){return d.Name; });\n",
       "var Genus = cf.dimension(function(d){return d.Genus; });\n",
       "var Order = cf.dimension(function(d){return d.Order; });\n",
       "var SleepTotal = cf.dimension(function(d){return Math.round(d.SleepTotal / 1.000000)*1.000000; });\n",
       "var Awake = cf.dimension(function(d){return Math.round(d.Awake / 1.000000)*1.000000; });\n",
       "var BodyWt = cf.dimension(function(d){return Math.round(d.BodyWt / 500.000000)*500.000000; });\n",
       "var Name_count = Name.group().reduceCount();\n",
       "var Genus_count = Genus.group().reduceCount();\n",
       "var Order_count = Order.group().reduceCount();\n",
       "var SleepTotal_sum = SleepTotal.group().reduceSum(function(d){ return d.SleepTotal; });\n",
       "var Awake_sum = Awake.group().reduceSum(function(d){ return d.Awake; });\n",
       "var BodyWt_sum = BodyWt.group().reduceSum(function(d){ return d.BodyWt; });\n",
       "  var chart_463816 = dc.pieChart(\"#chart_463816\")\n",
       "    .dimension(Name)\n",
       "    .group(Name_count)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .slicesCap(10)\n",
       "    .radius(90.0);\n",
       "  var chart_583575 = dc.pieChart(\"#chart_583575\")\n",
       "    .dimension(Genus)\n",
       "    .group(Genus_count)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .slicesCap(10)\n",
       "    .radius(90.0);\n",
       "  var chart_378206 = dc.pieChart(\"#chart_378206\")\n",
       "    .dimension(Order)\n",
       "    .group(Order_count)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .slicesCap(10)\n",
       "    .radius(90.0);\n",
       "  var chart_887325 = dc.barChart(\"#chart_887325\")\n",
       "    .dimension(SleepTotal)\n",
       "    .group(SleepTotal_sum)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .x(d3.scale.linear().domain([1,20]))\n",
       "    .xUnits(dc.units.fp.precision(1.0))\n",
       "    .centerBar(true);\n",
       "  var chart_558583 = dc.barChart(\"#chart_558583\")\n",
       "    .dimension(Awake)\n",
       "    .group(Awake_sum)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .x(d3.scale.linear().domain([4,23]))\n",
       "    .xUnits(dc.units.fp.precision(1.0))\n",
       "    .centerBar(true);\n",
       "  var chart_519265 = dc.barChart(\"#chart_519265\")\n",
       "    .dimension(BodyWt)\n",
       "    .group(BodyWt_sum)\n",
       "    .width(300.0)\n",
       "    .height(225.0)\n",
       "    .x(d3.scale.linear().domain([0,6654]))\n",
       "    .xUnits(dc.units.fp.precision(500.0))\n",
       "    .centerBar(true);\n",
       "dc.renderAll();\n",
       "var charts = [chart_463816, chart_583575, chart_378206, chart_887325, chart_558583, chart_519265];\n",
       "var chart_names = [\"chart_463816\", \"chart_583575\", \"chart_378206\", \"chart_887325\", \"chart_558583\", \"chart_519265\"];\n",
       "\n",
       "var update_reset_buttons = function(chart) {\n",
       "  var filter_in_use = false;\n",
       "  for (var i = 0; i < charts.length; i++) {\n",
       "    if (charts[i].filters().length > 0) {\n",
       "      filter_in_use = true;\n",
       "      break;\n",
       "    }\n",
       "  }\n",
       "  var idx = charts.indexOf(chart);\n",
       "  d3.select(\"#reset_all_btn_163113\").remove();\n",
       "d3.select(\"#heading_\" + chart_names[idx]).select(\".chart-reset\").remove();\n",
       "\n",
       "if (filter_in_use) {\n",
       "  d3.select(\"#reset_all_well_163113\")\n",
       ".append(\"a\")\n",
       ".attr(\"class\", \"button-label\")\n",
       ".attr(\"id\", \"reset_all_btn_163113\")\n",
       "      .text(function(d) {\n",
       "        return \"Reset All\";\n",
       "      })\n",
       "      .on(\"click\", function() {\n",
       "        for (var i = 0; i < charts.length; i++) {\n",
       "          charts[i].filter(null);\n",
       "        }\n",
       "        dc.redrawAll();\n",
       "      });\n",
       "    \n",
       "    if (chart.filters().length > 0) {\n",
       "      d3.select(\"#heading_\" + chart_names[idx])\n",
       "        .append(\"span\")\n",
       "        .attr(\"class\", \"chart-reset fake-link\")\n",
       "        .text(function(d) {\n",
       "          return \"Reset\";\n",
       "        })\n",
       "        .on(\"click\", function(d) {\n",
       "          chart.filter(null);\n",
       "          dc.redrawAll();\n",
       "        });\n",
       "    }\n",
       "  }\n",
       "};\n",
       "\n",
       "for (var i = 0; i < charts.length; i++) {\n",
       "  charts[i].on('filtered', function(chart) {\n",
       "    update_reset_buttons(chart);\n",
       "  });\n",
       "}\n",
       "\t});\n",
       "</script>\n",
       "</div>"
      ],
      "text/plain": [
       "CrossfilterCharts.DCOut(83×11 DataFrames.DataFrame\n",
       "│ Row │ Name                             │ Genus          │ Vore      │\n",
       "├─────┼──────────────────────────────────┼────────────────┼───────────┤\n",
       "│ 1   │ \"Cheetah\"                        │ \"Acinonyx\"     │ \"carni\"   │\n",
       "│ 2   │ \"Owl monkey\"                     │ \"Aotus\"        │ \"omni\"    │\n",
       "│ 3   │ \"Mountain beaver\"                │ \"Aplodontia\"   │ \"herbi\"   │\n",
       "│ 4   │ \"Greater short-tailed shrew\"     │ \"Blarina\"      │ \"omni\"    │\n",
       "│ 5   │ \"Cow\"                            │ \"Bos\"          │ \"herbi\"   │\n",
       "│ 6   │ \"Three-toed sloth\"               │ \"Bradypus\"     │ \"herbi\"   │\n",
       "│ 7   │ \"Northern fur seal\"              │ \"Callorhinus\"  │ \"carni\"   │\n",
       "│ 8   │ \"Vesper mouse\"                   │ \"Calomys\"      │ NA        │\n",
       "│ 9   │ \"Dog\"                            │ \"Canis\"        │ \"carni\"   │\n",
       "│ 10  │ \"Roe deer\"                       │ \"Capreolus\"    │ \"herbi\"   │\n",
       "│ 11  │ \"Goat\"                           │ \"Capri\"        │ \"herbi\"   │\n",
       "⋮\n",
       "│ 72  │ \"Golden-mantled ground squirrel\" │ \"Spermophilus\" │ \"herbi\"   │\n",
       "│ 73  │ \"Musk shrew\"                     │ \"Suncus\"       │ NA        │\n",
       "│ 74  │ \"Pig\"                            │ \"Sus\"          │ \"omni\"    │\n",
       "│ 75  │ \"Short-nosed echidna\"            │ \"Tachyglossus\" │ \"insecti\" │\n",
       "│ 76  │ \"Eastern american chipmunk\"      │ \"Tamias\"       │ \"herbi\"   │\n",
       "│ 77  │ \"Brazilian tapir\"                │ \"Tapirus\"      │ \"herbi\"   │\n",
       "│ 78  │ \"Tenrec\"                         │ \"Tenrec\"       │ \"omni\"    │\n",
       "│ 79  │ \"Tree shrew\"                     │ \"Tupaia\"       │ \"omni\"    │\n",
       "│ 80  │ \"Bottle-nosed dolphin\"           │ \"Tursiops\"     │ \"carni\"   │\n",
       "│ 81  │ \"Genet\"                          │ \"Genetta\"      │ \"carni\"   │\n",
       "│ 82  │ \"Arctic fox\"                     │ \"Vulpes\"       │ \"carni\"   │\n",
       "│ 83  │ \"Red fox\"                        │ \"Vulpes\"       │ \"carni\"   │\n",
       "\n",
       "│ Row │ Order            │ Conservation   │ SleepTotal │ SleepRem │ SleepCycle │\n",
       "├─────┼──────────────────┼────────────────┼────────────┼──────────┼────────────┤\n",
       "│ 1   │ \"Carnivora\"      │ \"lc\"           │ 12.1       │ NA       │ NA         │\n",
       "│ 2   │ \"Primates\"       │ NA             │ 17.0       │ 1.8      │ NA         │\n",
       "│ 3   │ \"Rodentia\"       │ \"nt\"           │ 14.4       │ 2.4      │ NA         │\n",
       "│ 4   │ \"Soricomorpha\"   │ \"lc\"           │ 14.9       │ 2.3      │ 0.133333   │\n",
       "│ 5   │ \"Artiodactyla\"   │ \"domesticated\" │ 4.0        │ 0.7      │ 0.666667   │\n",
       "│ 6   │ \"Pilosa\"         │ NA             │ 14.4       │ 2.2      │ 0.766667   │\n",
       "│ 7   │ \"Carnivora\"      │ \"vu\"           │ 8.7        │ 1.4      │ 0.383333   │\n",
       "│ 8   │ \"Rodentia\"       │ NA             │ 7.0        │ NA       │ NA         │\n",
       "│ 9   │ \"Carnivora\"      │ \"domesticated\" │ 10.1       │ 2.9      │ 0.333333   │\n",
       "│ 10  │ \"Artiodactyla\"   │ \"lc\"           │ 3.0        │ NA       │ NA         │\n",
       "│ 11  │ \"Artiodactyla\"   │ \"lc\"           │ 5.3        │ 0.6      │ NA         │\n",
       "⋮\n",
       "│ 72  │ \"Rodentia\"       │ \"lc\"           │ 15.9       │ 3.0      │ NA         │\n",
       "│ 73  │ \"Soricomorpha\"   │ NA             │ 12.8       │ 2.0      │ 0.183333   │\n",
       "│ 74  │ \"Artiodactyla\"   │ \"domesticated\" │ 9.1        │ 2.4      │ 0.5        │\n",
       "│ 75  │ \"Monotremata\"    │ NA             │ 8.6        │ NA       │ NA         │\n",
       "│ 76  │ \"Rodentia\"       │ NA             │ 15.8       │ NA       │ NA         │\n",
       "│ 77  │ \"Perissodactyla\" │ \"vu\"           │ 4.4        │ 1.0      │ 0.9        │\n",
       "│ 78  │ \"Afrosoricida\"   │ NA             │ 15.6       │ 2.3      │ NA         │\n",
       "│ 79  │ \"Scandentia\"     │ NA             │ 8.9        │ 2.6      │ 0.233333   │\n",
       "│ 80  │ \"Cetacea\"        │ NA             │ 5.2        │ NA       │ NA         │\n",
       "│ 81  │ \"Carnivora\"      │ NA             │ 6.3        │ 1.3      │ NA         │\n",
       "│ 82  │ \"Carnivora\"      │ NA             │ 12.5       │ NA       │ NA         │\n",
       "│ 83  │ \"Carnivora\"      │ NA             │ 9.8        │ 2.4      │ 0.35       │\n",
       "\n",
       "│ Row │ Awake │ BrainWt │ BodyWt  │\n",
       "├─────┼───────┼─────────┼─────────┤\n",
       "│ 1   │ 11.9  │ NA      │ 50.0    │\n",
       "│ 2   │ 7.0   │ 0.0155  │ 0.48    │\n",
       "│ 3   │ 9.6   │ NA      │ 1.35    │\n",
       "│ 4   │ 9.1   │ 0.00029 │ 0.019   │\n",
       "│ 5   │ 20.0  │ 0.423   │ 600.0   │\n",
       "│ 6   │ 9.6   │ NA      │ 3.85    │\n",
       "│ 7   │ 15.3  │ NA      │ 20.49   │\n",
       "│ 8   │ 17.0  │ NA      │ 0.045   │\n",
       "│ 9   │ 13.9  │ 0.07    │ 14.0    │\n",
       "│ 10  │ 21.0  │ 0.0982  │ 14.8    │\n",
       "│ 11  │ 18.7  │ 0.115   │ 33.5    │\n",
       "⋮\n",
       "│ 72  │ 8.1   │ NA      │ 0.205   │\n",
       "│ 73  │ 11.2  │ 0.00033 │ 0.048   │\n",
       "│ 74  │ 14.9  │ 0.18    │ 86.25   │\n",
       "│ 75  │ 15.4  │ 0.025   │ 4.5     │\n",
       "│ 76  │ 8.2   │ NA      │ 0.112   │\n",
       "│ 77  │ 19.6  │ 0.169   │ 207.501 │\n",
       "│ 78  │ 8.4   │ 0.0026  │ 0.9     │\n",
       "│ 79  │ 15.1  │ 0.0025  │ 0.104   │\n",
       "│ 80  │ 18.8  │ NA      │ 173.33  │\n",
       "│ 81  │ 17.7  │ 0.0175  │ 2.0     │\n",
       "│ 82  │ 11.5  │ 0.0445  │ 3.38    │\n",
       "│ 83  │ 14.2  │ 0.0504  │ 4.23    │,[CrossfilterCharts.Dimension(:Name,\"function(d){return d.Name; }\",NaN),CrossfilterCharts.Dimension(:Genus,\"function(d){return d.Genus; }\",NaN),CrossfilterCharts.Dimension(:Order,\"function(d){return d.Order; }\",NaN),CrossfilterCharts.Dimension(:SleepTotal,\"function(d){return Math.round(d.SleepTotal / 1.000000)*1.000000; }\",1.0),CrossfilterCharts.Dimension(:Awake,\"function(d){return Math.round(d.Awake / 1.000000)*1.000000; }\",1.0),CrossfilterCharts.Dimension(:BodyWt,\"function(d){return Math.round(d.BodyWt / 500.000000)*500.000000; }\",500.0)],[CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Name,\"function(d){return d.Name; }\",NaN),\"Name_count\",\"reduceCount()\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Genus,\"function(d){return d.Genus; }\",NaN),\"Genus_count\",\"reduceCount()\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Order,\"function(d){return d.Order; }\",NaN),\"Order_count\",\"reduceCount()\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:SleepTotal,\"function(d){return Math.round(d.SleepTotal / 1.000000)*1.000000; }\",1.0),\"SleepTotal_sum\",\"reduceSum(function(d){ return d.SleepTotal; })\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Awake,\"function(d){return Math.round(d.Awake / 1.000000)*1.000000; }\",1.0),\"Awake_sum\",\"reduceSum(function(d){ return d.Awake; })\"),CrossfilterCharts.Group(CrossfilterCharts.Dimension(:BodyWt,\"function(d){return Math.round(d.BodyWt / 500.000000)*500.000000; }\",500.0),\"BodyWt_sum\",\"reduceSum(function(d){ return d.BodyWt; })\")],[CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Name,\"function(d){return d.Name; }\",NaN),\"Name_count\",\"reduceCount()\"),CrossfilterCharts.ChartType(\"pieChart\",[CrossfilterCharts.Attribute(:slicesCap,\"10\"),CrossfilterCharts.Attribute(:innerRadius,\"\"),CrossfilterCharts.Attribute(:radius,\"90.0\"),CrossfilterCharts.Attribute(:cx,\"\"),CrossfilterCharts.Attribute(:cy,\"\"),CrossfilterCharts.Attribute(:minAngleForLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[])]),\"Chart for Name\",\"chart_786169\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Genus,\"function(d){return d.Genus; }\",NaN),\"Genus_count\",\"reduceCount()\"),CrossfilterCharts.ChartType(\"pieChart\",[CrossfilterCharts.Attribute(:slicesCap,\"10\"),CrossfilterCharts.Attribute(:innerRadius,\"\"),CrossfilterCharts.Attribute(:radius,\"90.0\"),CrossfilterCharts.Attribute(:cx,\"\"),CrossfilterCharts.Attribute(:cy,\"\"),CrossfilterCharts.Attribute(:minAngleForLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[])]),\"Chart for Genus\",\"chart_874327\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Order,\"function(d){return d.Order; }\",NaN),\"Order_count\",\"reduceCount()\"),CrossfilterCharts.ChartType(\"pieChart\",[CrossfilterCharts.Attribute(:slicesCap,\"10\"),CrossfilterCharts.Attribute(:innerRadius,\"\"),CrossfilterCharts.Attribute(:radius,\"90.0\"),CrossfilterCharts.Attribute(:cx,\"\"),CrossfilterCharts.Attribute(:cy,\"\"),CrossfilterCharts.Attribute(:minAngleForLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[])]),\"Chart for Order\",\"chart_080007\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:SleepTotal,\"function(d){return Math.round(d.SleepTotal / 1.000000)*1.000000; }\",1.0),\"SleepTotal_sum\",\"reduceSum(function(d){ return d.SleepTotal; })\"),CrossfilterCharts.ChartType(\"barChart\",[CrossfilterCharts.Attribute(:centerBar,\"true\"),CrossfilterCharts.Attribute(:gap,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:zoomScale,\"\"),CrossfilterCharts.Attribute(:zoomOutRestrict,\"\"),CrossfilterCharts.Attribute(:mouseZoomable,\"\"),CrossfilterCharts.Attribute(:x,\"d3.scale.linear().domain([1,20])\"),CrossfilterCharts.Attribute(:xUnits,\"dc.units.fp.precision(1.0)\"),CrossfilterCharts.Attribute(:xAxis,\"\"),CrossfilterCharts.Attribute(:elasticX,\"\"),CrossfilterCharts.Attribute(:xAxisPadding,\"\"),CrossfilterCharts.Attribute(:y,\"\"),CrossfilterCharts.Attribute(:yAxis,\"\"),CrossfilterCharts.Attribute(:elasticY,\"\"),CrossfilterCharts.Attribute(:renderHorizontalGridLines,\"\"),CrossfilterCharts.Attribute(:renderVerticalGridLines,\"\"),CrossfilterCharts.Attribute(:yAxisPadding,\"\"),CrossfilterCharts.Attribute(:round,\"\"),CrossfilterCharts.Attribute(:keyAccessor,\"\"),CrossfilterCharts.Attribute(:valueAccessor,\"\"),CrossfilterCharts.Attribute(:xAxisLabel,\"\"),CrossfilterCharts.Attribute(:yAxisLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[])])]),\"Chart for SleepTotal\",\"chart_614184\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:Awake,\"function(d){return Math.round(d.Awake / 1.000000)*1.000000; }\",1.0),\"Awake_sum\",\"reduceSum(function(d){ return d.Awake; })\"),CrossfilterCharts.ChartType(\"barChart\",[CrossfilterCharts.Attribute(:centerBar,\"true\"),CrossfilterCharts.Attribute(:gap,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:zoomScale,\"\"),CrossfilterCharts.Attribute(:zoomOutRestrict,\"\"),CrossfilterCharts.Attribute(:mouseZoomable,\"\"),CrossfilterCharts.Attribute(:x,\"d3.scale.linear().domain([4,23])\"),CrossfilterCharts.Attribute(:xUnits,\"dc.units.fp.precision(1.0)\"),CrossfilterCharts.Attribute(:xAxis,\"\"),CrossfilterCharts.Attribute(:elasticX,\"\"),CrossfilterCharts.Attribute(:xAxisPadding,\"\"),CrossfilterCharts.Attribute(:y,\"\"),CrossfilterCharts.Attribute(:yAxis,\"\"),CrossfilterCharts.Attribute(:elasticY,\"\"),CrossfilterCharts.Attribute(:renderHorizontalGridLines,\"\"),CrossfilterCharts.Attribute(:renderVerticalGridLines,\"\"),CrossfilterCharts.Attribute(:yAxisPadding,\"\"),CrossfilterCharts.Attribute(:round,\"\"),CrossfilterCharts.Attribute(:keyAccessor,\"\"),CrossfilterCharts.Attribute(:valueAccessor,\"\"),CrossfilterCharts.Attribute(:xAxisLabel,\"\"),CrossfilterCharts.Attribute(:yAxisLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[])])]),\"Chart for Awake\",\"chart_029323\"),CrossfilterCharts.DCChart(CrossfilterCharts.Group(CrossfilterCharts.Dimension(:BodyWt,\"function(d){return Math.round(d.BodyWt / 500.000000)*500.000000; }\",500.0),\"BodyWt_sum\",\"reduceSum(function(d){ return d.BodyWt; })\"),CrossfilterCharts.ChartType(\"barChart\",[CrossfilterCharts.Attribute(:centerBar,\"true\"),CrossfilterCharts.Attribute(:gap,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:zoomScale,\"\"),CrossfilterCharts.Attribute(:zoomOutRestrict,\"\"),CrossfilterCharts.Attribute(:mouseZoomable,\"\"),CrossfilterCharts.Attribute(:x,\"d3.scale.linear().domain([0,6654])\"),CrossfilterCharts.Attribute(:xUnits,\"dc.units.fp.precision(500.0)\"),CrossfilterCharts.Attribute(:xAxis,\"\"),CrossfilterCharts.Attribute(:elasticX,\"\"),CrossfilterCharts.Attribute(:xAxisPadding,\"\"),CrossfilterCharts.Attribute(:y,\"\"),CrossfilterCharts.Attribute(:yAxis,\"\"),CrossfilterCharts.Attribute(:elasticY,\"\"),CrossfilterCharts.Attribute(:renderHorizontalGridLines,\"\"),CrossfilterCharts.Attribute(:renderVerticalGridLines,\"\"),CrossfilterCharts.Attribute(:yAxisPadding,\"\"),CrossfilterCharts.Attribute(:round,\"\"),CrossfilterCharts.Attribute(:keyAccessor,\"\"),CrossfilterCharts.Attribute(:valueAccessor,\"\"),CrossfilterCharts.Attribute(:xAxisLabel,\"\"),CrossfilterCharts.Attribute(:yAxisLabel,\"\")],[CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:width,\"300.0\"),CrossfilterCharts.Attribute(:height,\"225.0\")],CrossfilterCharts.ChartType[]),CrossfilterCharts.ChartType(\"NONE\",[CrossfilterCharts.Attribute(:colors,\"\"),CrossfilterCharts.Attribute(:colorAccessor,\"\"),CrossfilterCharts.Attribute(:colorDomain,\"\")],CrossfilterCharts.ChartType[])])]),\"Chart for BodyWt\",\"chart_316721\")],CrossfilterCharts.DCWidget[],544708,false,false)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "msleep = dataset(\"ggplot2\",\"msleep\")\n",
    "dc(msleep)"
   ]
  }
 ],
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